{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Video Dataset Transformation  \n",
    "\n",
    "Transforming our dataset can help us make the most out of a limited dataset. Especially for video data that is often difficult to get in the first place, using transformations can really help reduce the total amount of video footage that is needed.\n",
    "\n",
    "In this notebook, we show examples of what different transformations look like, to help decide what transformations to use during training."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialization\n",
    "Import all the functions we need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7.6 (default, Jan  8 2020, 19:59:22) \n",
      "[GCC 7.3.0] \n",
      "\n",
      "PyTorch 1.2.0 \n",
      "\n",
      "Torch-vision 0.4.0a0 \n",
      "\n",
      "Available devices:\n",
      "0: Tesla K80\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append(\"../../\")\n",
    "\n",
    "import os\n",
    "import time\n",
    "import decord\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import warnings\n",
    "\n",
    "import shutil\n",
    "from sklearn.metrics import accuracy_score\n",
    "import torch\n",
    "import torch.cuda as cuda\n",
    "import torch.nn as nn\n",
    "import torchvision\n",
    "import urllib.request\n",
    "\n",
    "from utils_cv.action_recognition.dataset import VideoDataset, DEFAULT_MEAN, DEFAULT_STD\n",
    "from utils_cv.action_recognition.references.functional_video import denormalize\n",
    "from utils_cv.action_recognition.references.transforms_video import (\n",
    "    CenterCropVideo,    \n",
    "    NormalizeVideo,\n",
    "    RandomCropVideo,\n",
    "    RandomHorizontalFlipVideo,\n",
    "    RandomResizedCropVideo,\n",
    "    ResizeVideo,\n",
    "    ToTensorVideo,\n",
    ")\n",
    "from utils_cv.common.gpu import system_info\n",
    "from utils_cv.common.data import data_path\n",
    "\n",
    "system_info()\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set parameters for this notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "VIDEO_PATH = os.path.join(str(data_path()), \"drinking.mp4\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we'll be showing various transformations, so here's a simple helper function to easily display clips from a video."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_clip(clip, size_factor=600):\n",
    "    \"\"\" Show frames in a clip \"\"\"\n",
    "    if isinstance(clip, torch.Tensor):\n",
    "        # Convert [C, T, H, W] tensor to [T, H, W, C] numpy array\n",
    "        clip = np.moveaxis(clip.numpy(), 0, -1)\n",
    "\n",
    "    figsize = np.array([clip[0].shape[1] * len(clip), clip[0].shape[0]]) / size_factor\n",
    "    fig, axs = plt.subplots(1, len(clip), figsize=figsize)\n",
    "    for i, f in enumerate(clip):\n",
    "        axs[i].axis(\"off\")\n",
    "        axs[i].imshow(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare a Sample Video\n",
    "For this notebook, we'll use a sample video that we've stored in Azure blob to demonstrate the various kinds of transformations. The video is saved to this location:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = (\n",
    "    \"https://cvbp-secondary.z19.web.core.windows.net/datasets/action_recognition/drinking.mp4\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the file from `url` and save it locally under VIDEO_PATH:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with urllib.request.urlopen(url) as response, open(VIDEO_PATH, \"wb\") as out_file:\n",
    "    shutil.copyfileobj(response, out_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use `decord` to see how many frames the video has."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Video length = 152 frames\n"
     ]
    }
   ],
   "source": [
    "video_reader = decord.VideoReader(VIDEO_PATH)\n",
    "video_length = len(video_reader)\n",
    "print(\"Video length = {} frames\".format(video_length))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the rest of the notebook, we'll use the first, middle, and last frames to visualize what the video transformations look like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "clip = [\n",
    "    video_reader[0].asnumpy(),\n",
    "    video_reader[video_length//2].asnumpy(),\n",
    "    video_reader[video_length-1].asnumpy(),\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's what the first, middle and last frame looks like without transformations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZmNCIpMLMdIPMiZBr9B7B0qqJY6tpuoCiW3XRPc+fZ/3F22eUuj875/AyYWa2iZeFmhvNK1/5Svbs2bPk9b6ohJDy+HHYh5LtvP0uYh0xOjqCIse4EtI5pI4RRTpPiHsGDGttjw5ebF0/CsBVEqJn/7lgx+w4i+o25zQzExOMDNaYb7X5zFVXMn/gVk7ZXOHsJ51Ded3poOpI7xFCIoxBKwWtnczcNcZ73/yX3LjrEFnqiOtVWv/2T+RugLRp+fZ3f0KsYh591mlY0yn+dn8dB3aPcKwBYQd9iBM/0+eP3Tn307gS63O8EEgnMF1Qpqu0OllYd4V+5YILLuD222/vXzPn+ke1nMl5QOynd+ykWi2zYrCKlXnwp+LGqJTA2+DHnn66EQ+5s2gh75UlB5boLHrmC22Gc8Ci6hURNmi5h5mpOUaGB5htN/nUB9/LwqHdjMoJfvsPfw9qAzCxQGt8hif9/uX847su4yXPfQFZOs9znvccnvtHL0A0p/jMOy/nuu/u4eB8TEtUmF2YJ8WCVL0YCoXO65jyCOklOR6PRxbVY4I+W4iU4EwAVnSZ8bC2nXNYPMrboKspPjfEf/AM0FjIQAqUF0gleeGLns/OnTuLyj4DAkRxXz2eXP64ASbGGK7/4U2cuH0r27ZvwjqDIjpms+foxR+hFlXU9B3WLkKnHofUAiLByKpRtu7YzuTEPNZKtHP81nOfw4nbV1GxU7j2NDZWWANQCIy8w4so0MHGEKCEQkkB2hK7nHU1QW4q3O5SFlqGKT/EOY95Hls3DpC2FQtmJXM+J+9AmuW9HKFDIgrg4FzIcSrCrq9rFo/wGic9zjt8V+DkXOCEnOgWd4bP8YENCqVl4FwfCQf9ARhf4ZvXXY/UsicS27p1K+Pj4zjhcMaFteAcHg8e7qX6eNl+QfNAp5Nx8803s337drZu3Qw6w1uFlwasQEWaewPcIWCH70b09EhLg7KlqxANjIRcEhT7r++lRaVhYMUQznQwQgGSkQ2n8eWrr+ILH/sMmzZsZPWKDOly7tw/w02757FCo2RE6mOsF7TNKoyw5PMFk2NzrDXcdOthNq3fwIc+9c9c8Lz/hbOdJccQTs+F9eYDeJZCsgRMF2C7x5wuZgZ9XxcihEOhwloQDukFjjLf+PYPUFGMdCFGjIwMMzs7iRcKZ7qC+f61kcfR7vGhZJ224Qc/upmTtm1mw+b1aBFuvEopHBohVFHOGuJdTxjtPEaCdLaLpbFeoxYBbeHpsWz9NVP4vHCLUo8SJEQeBlcOkaYtEmJy6Vm5fj07bzjEs574chq5xboYZIzMcqxso3QJpep86LP/wQc/+VXSTh6OJymTW48XOR0f2LfFOhKHJ7cuHJ4VdBnIUPsVgJj1i9s4gF+UvhJiaSynC16cw9JfCxaF8JrUSK694QZ0HOGFwnvL6JpRFhpTaCkwBdgJ14ri/nB8pHHgOAImLjekmefOO3eTO8v27VtxeKQJTrpYOBSsrzPplgcHMNH9skEUu8ZKqYocVWzdupVdt+9lcmKWF77sJZy0YzvD5ZTOdJOF2TZ5nuKtxQuFSkpIl4OLyLOYzGd0Oh2a7TaRhEoUU45DJcFIO2ekJFhIwTjNZEdTmjaUo4RmltOyBms9xktUpLFZ3nMkuWjzeKzQTxJ82BWO6hblFo2n2L2KXmBe/F7nWBrMKeGF4u4DRxBKIZBIqTA+La6jRxXO6YzvUezheh8/DvtQMocnyzL27t1Ps9nkEaeeBpEDqwAB1qPUIvAgunn0e/s0fw82sftXpNdQBJ97S8r1KXLbbZKCc46mFIw3BXGyji9ffxCTdti+eRiVrCYjIbUGk1syJ/BO0fE53hqyLrUMOBdAwq6Dh0EkXP3Fr3H+089FlWK8WQoGAjBZCjaWHl9RiYEvdsEBbHV9vQtietdXJAgkO/ccII7jXi8U4QVKWOJEY4wp3DsqaO0gEs6Pq/3jQ8icJW16du7cS5obTti+DaGDrk52wWShOzrWV70PQm1XlI+jwLIIiIhQ+n6s9diUHksY/Mx4gbceFSeUkoSDBw7zd5/8J0zWRsfloLkwltxbtPcoUcV2LJkyVKRCCI2TYKzENQwOj5YKk1qsFSGNJCO8N4W/Fr59jGs5G3wybAQ1eIFzhr6YZTFr2GfCw/1AFKdVMEkqxirBoYm5oh+SRAqHk6rHOKEEzrhePOn2sxLHUcL+uAAmQghOPu1U7rjldtqtnL179+O9ZMeOrQifI1wSbtQKXIDFSNkNagGs2EViPBE6U4UvD0ArytU6caKplAdYtX6UUx95JpvXDNOc3M28ySE3vS9IqQjvNS0Dc40WzYUmmTHgO2BybObweZvRwSpxIhmqK1bmmpm2ZyK1WF/l6FTK2lFJWUogI7UghaPl2kXFQgAeXoBXut/0rEDCEoEtgrO1XaJbEhywKI0DRJ/Dw9JXWAfWp4QTMbf85FZ2372fcmWAclIqAF6g7yJZ4sC+/ezbezdpmrJy5Uoe89izqA5W6SwsYI8jpfZDyoTgtNNP4raf3E5joUVOjsNy2umnIETSawx1rJBaSonzfhFI6YKWLpvY32X6QnC6GKDe+6EIpAcjHMa5nnDWCcGvPe/3+dwnPsGadWvZve8ot9zVoFqzdNoZmQ+CXKUiMheqgnIbAmZgQCReBP+xmUNGkkMTlr2Hxtm8aRRNHMR/TiC6NLXvAyNXMHfSKLxwCK9wvW1HP4h2ha4CjdIRWS740c23c2Rygmq1TqQUSNkTH3rnmJpc4F+//BVyk1KvDfKoR51FfahO3snBW5xZBuP3twkhOOnUE7nz9n00Oin79h1ECdi0dSNJBN7HCOHD5ogovEnZgu2QqIKFEC6AXlxohNctv/35BxB8zWYp3hqq1So+jrjkTX+Js+HvRaoAASYr1qCgq/WKnQ0b4NzRBJywgEfhyHOLFxEpjkhX+MlPD7B29QqqtSSkXj2ogonvxl7o66xcsZmkEGt3rS9rKPQk1vUAupCC3EucjzAebvnpnYxNTFFOKkRJXKQsRS8uHBo7yoHDR8iyDrVajbPOehT1eh2bZZjUII6jSrTjApgAbN++HeUVP7n9DubnGuy9ax/eG3Zs2xT6H3gdEKIUKBXhnCia5kCRKOvZ4oAuAC+CmqM+WGXl+rU8+3cuYGTdEElZcHDvFPNTE3Tm5vB4YiTGGLI0Y76V0jQmvLdapqxLRFis6dBqxszMz1POFKVSTC2xJDHYpif3HkOMnJhjzWiVgXqZ9nQH42PecfmneemLfoeRkRGy1kKgu71DdZF+N4cqRNjN0WeFLBYllupGHP2UlgOUrjE1Ocedu/bSyCynnnEmw+u2Ex2epRQnoEIuEzxKBWfvpsLK5TILCwv827/+B5Mz07Qas5RKFX7/hS94EDzg4Wfr16+n00zZuXMnzUbGEaZxt9zGIx55GvicOI7JsuADSimiuAAZvZ3UYluqIbE+UNchX180Jzumm/Bis9AXB/oAVJz1GDSttsNFJTIvsComT00IsgicF+SF5sVaUQS3pVUDdD/bSxyK799wKxs2PhVJhhS63+zP+x472A2+eIkRHuk9Vni8V4DB+a6WRqNVhUa7wa0/2Y31ni0nnMDaLds4Ojsf0pJ0+RtYXP0GiiQu0+lkfOPr32F8JggzI6X5vd9/7i/03S7bvdvGjRtxueCOnXfSambsO3CEzOScsH0HUgsipclMilIGKSWxkuAKQInvebkTQZ/RY/q6t7Ii7msWp/oAHK5gVbxT/PM/fYG9u/cjYo2O6wgUeSf0N5HFxs85iXMWUQihM5MH4CS6fzcwg0IInHdYF/zYWs23/3MnA3X4jV9/JkiDz5sBZCHxrt8dNgCtfrrSCfAILCEdBBLnbYGNHDgwaOK4xEKWc9Ott+OsZvupJ7F28w4Ojs8QVUpoIXHOIAsJQFevI6UkLpXJjOXfv/Zd2u0G7axNWZc4/xn/8wH97v9fTNyXEvfBbFX8kQ9fycLMArOzs3z7e9/FeUO9UuXkk09mw4a1QQAbBRHspZe+mze/+c187GMf48ILL0TKRWkHt5T27u6SHIpOq8WNP7yb3/it32Gkrjl4543cct3/x8LsQWpKMFRRDJbLKG1ptTqkmYEoolKrkUSKxLYha9HptEhzE7rAtjoYY0it5McHW+yaEcx3cpwTRCJjZV2TVGpMty2V6iDOOcbHx5EiwbkG8/NzPOtZz+Ssx+xA2Azb6fSd1HXR89J8em9R+FA9IKXmjtt3Mzk3h3Xd5j2hcdTA0CAzMzOAQzqPP0Y8Flp7y96NwDnH/kOHEUqSmj61Pjs3+6ARff5h0J4bJFd84P005xdYmG9z7XeuxaSGwaEqW3dsYcv6jQgFQitipbnssnfxpkv+ik9c+VGe/6ILlwiSj2VChBCL0nCFBqsAJscyLYvN+355eeh1JtB4PnnFR8nyBgvNHIMmzxbw1iJFXIDi0KApUhGZyQrGL6y73C9NryjhkSZlw+bVPPnxZzIwJANLAaH3SFcr1kvLFJVqomgC5SVIRcdYbr1lFyZ3vVJkT46zkkqlQqvVwimBcIFhxNmCQpe9z/Xe4oSk3W4zNTmD1CU6eTh+LSSTczP327f98+zh4PMSwd++5/8wOzvL9PQ01//wRqzxVKolTtqxjdWrV5MkEUKEBnzv/cAV/PHr/oSrrvwEL7rgd3v+66UCumk5iRcOJXSPFfxZ7Em4FziMcWhV5YPv+wDTU/PYPOs199MSQuns4jYLtqdhuQfr6KPQlsGL0HnW+2LdaKQwVKKYjs1oNuY44/RTeOITH0OWtxBmHu8UQdQoC5+3SC97Ze/W2h6c9jbCC81dd+9nstFCqaRoJhpSRkNDQ0xPzyKkLdh2E1rgu368764p5xXGZExMB//OrQEfobxjtrlwv37n92X35fPHBTAB+OynP4NJ20xNjFOqVPn85z+Pd5qkFHHiidvZsmULopgjo+Iqn/70p7nwwgu56aabOONXHoGWtmgr3y+PXOJEUuKswtgKAyvWU1ELjN/2Ldr7b8VknaKU2FAvVSiVPHnaJM0FMi4Tl6tEEkib2FYLaIfmVzZoY5x0tDLP2JzjliM5d8+lOCcQpAzFEeValbHZBt7rguUoWgwXXS+jKCJPw2cKmzEwUOE3f+OZ1AejgHjzDsI6HP0yxumpBnft3YcVoWurcRZRsC4e2xMHdst9bW6KhUxv1xmCtMEWVUIuc+w7fBRf5GCF0L2y68nJyQfFD+DhEaQBPnvVp2g0GkxNjRMpzdf+41u0Wh2qtYRt2zazYfMGtA59BxJd4ZOf+wwvuuBl3HzL9Zx+6qkopZDHMidS9IKZEhohXI8R6wbWrn4IFqWCfL/TZrc0UwiFsyk3Xvc9brrxZhqtlNymaK2RCJxVIHKEsSSyTa2kWVmtUEpCn6CZZoeJRspCasi9xpLgvUXgKJVKVCtgs5yp+TmGBgY459yz2bZhFJtn5KZd6L0EwldxCPYeOMz45HQhkLQhf28DMOqeT5c2h4L96VLm1hB21a4nMgy/0Ow7eACnVFizxfXRqsTRycMPxNd+r/Zw8fkrP/BhOukCk5OTRFHE1665Nvh8KWHrtnVs2LKOOKoAEVES8+lPfZYXXfAy9uy5ja2b1/f6UEE/VQlBLyEX9d/pMeZL7gHh/845bv3RjznjUWfwgb//KJNHZ4i6MdlbUCC87fXXib1DK08tiVDSo4SlbVK002RO0jGKjgdjgx6vO4/K25x6LcFZifG6AAaG3DRIW4aVo2We9MTHs2a4TpZ3UM7hXU6WO5wSeJcwM99h556dlOIYT1RUaYbNqqOovrOG3FkUqncPcAgsedCXFRHBOFnUu2kOHD5Ed0YbgPQKIT1TM9MP5Ne/xP5/AUyu/sK/0MlSGjPTTExMsHHjRj71yX/AmJAL3LBxNTt27AhCKaWp14b5/vXXs2HDBrZu3kyWNkAW6Z17EWwqFZGlnsyWefRZ57K66tnzvX9ifOd3aM3N0OkYnIyIy3UGyoJ0coxGo0VH1Jg3mqmFNpPT0yiZs7ZWY0VVUosypAcdQWos0w3JLYcybp1oh2FlzpAoT6VeY6FlyUz3RlCUgkoPUhDpBJMV3QelCI16KKjqNDSee86zz9Nk+88AACAASURBVGNsbJyOyfFCIZwCLxHS4hy95lu98y6Est0isFAlYYu2+sXNSCuskzQaKUeOHAFflGULVwy8srhibs/R8aPLjMn9bJ/73OdIWxmdxgJHjo6xZct6PvWZz5O2UsqViG3bNrNxy0a0jpEioVqt853vfZdTTjqRwaE6XliiKEJ4sEKhusP+is/XvfkzOVLqJUHa+m79V/ieu31PlgAT74IovdHi4x/9BPOtDOdC2lFKCS4lERkrS56zt68lSQyx91STGGs8mbFk1jDf9uwca3LrtCk0J2GDkURhFEM77a6HsOPMsg4+7/Brz3oqhw+Nh61GkZPp6sasNwhf9CvqVVsUgy0X6bCc6wu4nSOwPHjGZ+ZZWJjFERGpYm2g0DqAdK88R46OPQheEOzh4vNXXfkJOukC8/PzjB+dYf3mNXz+81fTaWTUB8qs3bCGbZs3oZMSXkCJMt/74fWcuOMk1qxdiXMpcRwXaZRCKNstrV9UxXPvg1/D79ppisbz+X/8J17wghfz9re+m9y0g39IWaRQQFjDoDasGamysqYoqzC8VXpHSYXKNeMdRxotDs1rxtuO3FpcIQcQ3lIpa6xTGFvMsvKgxCIBbHHstpORm3me/oynMjkxTafTQalo0cF3K3b64xf6ALuoZrMSJYOfOzxGWKQtemRZmGk0mJ+fB180fZNBc9MrLPEwMT1+P37b92335fPHjcZEKUUcx0SlhFqtxvT0JL/7vOfyxau/zOzsLHv3BhZi2wmb0ULS6XTYvnUr1nu+9/3v8+QnP5nJqXHiOJTmCLFU7OeKWnYpJcMDZSqJI88sjYUWzWYL1/GYqMrKdRsp+wVSxnDO0GzNcWS6xUxHMb0Q8nFNPUckDdvXRGxetw4hLIlQ1BPBQE1RnolYyIJ2JHMCX/RPMEVqpDdcConwAqH6uzstNCop9wSImY9wNuPzX7qWJJGsXbuWNWvWkJt2MTtlafvsLmsUcqOiV3YpCkW2EIL9Bw/T6rQRPgqdN70n0knRjTaUWwJY6aFo071s979praHkSTNNrVbm6NQRfus5v86/ffGrTE/Psmf3ftI0ZdsJO1Aqp9lyPPKkk8kE3HDjj3n6M5/O2JGDlMsxwpslFQphN+QRLC0p7/5OLZlW6gIw6WXxHaLQmqAkqISp6WbRNVIjvSEWlhVlw2NP3MToQEQlcSSIUNRjc3ze1YPErK6nbBgaZP10zjfumCIXJTyQ54ZYxAgVhpx5NILAXBgZ86V//09KpYiVI4OsWbMGYUw4PmNRQuO6DKEIaahuUywvBAiF6+qonODQoUPkuUXoAEykV0RRmJcjpEdrEcS63iGlAH9v3W+X7Rc1kUi0r6LLKfWBKo35ac4//5l889+/zdTMJOauA4Bi66Z1yEiTJzGPPP0RdIzlRz+6jaf+z3M5cuQIlVJMtwpLCI0XttATOiTdkmPZYxS76wHCuotlTFyu8B9fv5Zapcr0gkEKUXQ7cSSmw9oBOG1tlZF6meGBCkJYdJ4hhC9itaeRwVA5YsNgicNNy91zbY7Oe6wQIDS58axYUWdurhUK7fLwXqUiRCyDvgSJiSGSw1zz9VvQyjM8WmPV6irOWLyxvQ1tLw0JeBk6Gjuhwz1ASTKbo3WM8JaxQ0dptXLicoSUEXiNVsW8HOEI1JAs/u+Rx/aB+SXa8QNMIo31jmq1SqvVIkkSWs0FfuM3n8k113yTAwcOsHfvXrKszYmnnIg1klqtxt59+zjhhBP44Ac/yEteeiHT0xNFmdRSgWC3UZVWltmJfTSw7Ln7ANf9aJwDBw4wMjDEc5//NKpDw6zMxpjZfwtaGgZqMTuqw+RGk2VldCSpqIxSpMHnyKJEWUaakjOUpVvU0VthHCGgel0ch+i3ApYCIUNLeI/HOsfoylEajXkQhizLKJcrQHAm7wzTs3NMzczirUFKTalUYvXKEaJYA/2W5UpHZAZmphvMzMz0nu8YW0y21MRxQo+9EQInA3jrVTd5wCs8y1OGHwiLkBigVCrRSmJqpRrNZptnPuvpfOvr13LoyGH2HcxYaHU4/ZRTca5FpT7E4X13sf2U7Xzg7/+Wiy9+JdPjE0RJHNIrBH8UIgjDnQjroAtOFpcgLlJ+FKJXX5QMKrw3eO+IJHz001eRxGWsS4mFJsnmOOfMrWxcPcxQPSESjshneNvGZDlSRgjVZSwcxmiqSnDCiKR6xmr+9ZZxMlHCSYmRCStqdZrtFs55ctMhKZdIFl2nZtOza/cBvDcoISlFMaOrViAihbQhWBsv0cWoh+mpKRYWFrAuQktFJy0GHwooC4WSvugBpIumW0EIu0Q+8N+cV7Vs921Sa5TyVEuDNFSHar1Gs93iKU99Itdeey1jRybZd/cBWq0WJ+3YhjeWcnWQg/vvZsP2dXzoyg/ykhdfzOTEIWIdhVjqHYJQiSm8CT/3tIXdvJ4vmPTAimTOcsKO09m/9y5mF2bwJmzKpHNUcJy6vspp20YZHSyhi17iNs/CRHgfypKF9FTpoPDEcUZZOMpE5CZlvBVjs5zU5eQmJdahisY6SJ1naHiARqMFWKzL0XFEFAfG2lpLo2WZ3XUISQ4oKvWE4YEqUkmc665liRMeQUSz02Fqaiowf1qR54F1F7FGyUoA79geI04vhRO6Ohvv7tGw8Zdpxw8wUSpoLfIcrRO0TlixosLc3ByPfexZSCnZs2cPxjtaecrpp58BwrF161auv/56nv/85/Pud72HV7/61bTzNkqFBmb93aPCS0ctTliYmyFfmOant+0kcYZNa+usGF5DKakRA43mLACRVMReYLRFVBJcNIzUHpF3SJRDySQ4X+qwNgctGKqXSfw8C8WlDUg3pl81Econu/os5xxZlvGM888nTVPydoup6Qkmxg4TAElwsjzPcV4U86YE1oZAOjs3zeEjk2jVbzYX6GgZRE1WoJPARrVaLZJIk3byou7f9ISS4WCWfidJUumVrcKDpzF5uJhTAqkVykQoFRNFFYbqEfNzKU988rl849pvcejQfvIMfH4bpz7yBHQcsXXzRr57w0288Pl/wDsu+xv+8I9eRas932ss2P3OvFBhFyT6QRlRdCsQDoUMJekQRKV0xXYW5yUKT5QMMHZkBh2VWTEwyvTUUd74p6/HzR+mEgtcOoNrzWJNCiYMKsM6BBEIWwwvExjviGPP2orgvEdu4Cs/PARxmV858zScEszPzzM1NY614FyOE0VwNZDlYYaHx2O8Z35hnrHJWTwWLYNvW2uDYLuTIxFESUIcKRrNNjLS2LwTrk9U9I0oxMFKhV4mWsUYY4hKpVA6vQzGHxBTQpApj9SKOAnT3QcGVtCcnecxj300P/j+jzg4dpA8z+m0M045dQdettm2cRM/+MHN/O7vvIj//fZLec1rXkPeXii0JQ4hw+hJLaJCZ9WtmOn36xB047ECD5u2r0M4yw03/BBdqqKdQJsm64cTHvOrZzNczpAuw+cdnMnR3uGLidwUfUmiCJRK6OQZlBXrNcxLzdz+JplUGBczPTUfJtpXE856wuOQzpKmOfML04wfOUTZx0XbfV0UPAjyLMMLQhsMLGNHZhg7OIVOYrAuTCy2DlVknozwxHGMjiPSdhOnJS4LMoBSVC30ZQGch/5Crii7DuunojVZ3vwlecU97bjhbrolvlprUAmoBJ3E1AYHiKtlTj/zdLZs2cLkxDT79x3h8OHDdDodGs0ZzjrrLD76oQ/zR698FW9729uAY5oyFQ8lI0q1YWpDGxkcGeXkR5zGSSet45QTtrH9pFOprlhJKXbMHb0Ll2ehI6swJJEglpaSzEkU1OolyuUycVQi0gmxChS0sIIk8gxUSj11+OKBZItFh13lebVWZsXwIPVqOeTcVehJIVzE5NFZmvMtsjT0WMnyDgsLTVqtTq/EMqmUqdRrKF0GWVDiOrAwUscgBVoEwJckSXBerXsMipRhvogUmnKcUC2Vg/OrkC5rt1JM2j6OWu88tCyMOgCt4qDxSSJKAxorcx796F9hw+YdzM7Psf/QQQ4eHmduocV8Y4Gzz3oUH7vyQ/zhy1/B3176zp5/dYd4ucVLu0vRLh4Fj+rl5u/x+0ID4r3n2q9fS6U8QLVcwWSWCy94GTvOPJvhbTtQcUSOwCYRQoWdYtrJyZ0lNeHfXudL55AiI4o966uweWUJ4S179uxByQgpNKCYm12g2QxidGs8jbRNu92k3W73hKylOKFUKqFVCOie0LhQCIFO4iCKLPRb5XKZREeUo3IQM6rQI8jLQH3LSBOVkqLxlCRNU9I0RaTLwOSBsN7YDSnRUQJSE0clStUK5XLCo85+FKvXbWBydo6x8QkmpmZotVq0mh0ee/aZfOyKK/jjV76av3n7paGxWTFGoFe9UsRFKXTQ4BV+1X10S3+dgHJpgE0nbqU2NEIS11FJhXU7Tubi176ZE854LNXh9ZSSAZSQIbVepIkAvFAYD0LEGO9QMgJpUdqyqgzrBmvoqBg1IhXGWZIkYcVgvZduD2tWMjM7T7Od0snaZFlo5NnpdDBZ3hOvl8tlyrUwfye0zFDoJEbpGIpeLt31EZcqlLQM0gipkBIUHukkWsWU4wrlcpkoVigt8DYn67SQ9viJ8scNMPHeg5REOqEUa5TwYQqokpRKJSqVOief/giGV44QJQk779zNxHigrtJOk+f9/u/x9ndcyhv/4i/5xjevxRqBNf1eCGE6l6Bar7B5y0ZOOPkkNm7eyNqNm1iz8SQe/bgnMjJcZ7hWZWG+DV4TUcabMFpeKYH2nshYyIucnwhlZd1x7U6ElskR9JF80epaShlQcxyTJBGlUkypVCrmAHlWj9TZtnUDp518Ik/9H09CSkluHa1Om06n09OBlMtloqiYOoslUqLXo8EWwitvwsKRMoySb7SaGFOAmywjSRLWrFnD0OAwkU56QrE0t7TTHJOHhkYxEQk55WiZ1n4grAdeUaA81nWQMiKJylSrQ5Qrg+zYsYNSpUK5XmP3rruYGJvAe0/eyXneC57Pe9//fl77htdzzdevJbeLVfZhxEGvqnhR/rhXRry4igF6/gxhZ5taw2mnn4LSnoGBAbyKedJ55+G8JtJljBNEMqJaXoFWcQAYKkwKz2wop3dIrA+B1NuICE8cWc7avppYSI4ePcwjzziJpzz1CQgVkWUZqcnJ0iCELamIONFEsQqaROGQUQARWuti6rAjs2kviEupabdS2s1Wr0FhUopYOTrMYC00WgR668FaS+5zEK5XcaR0h2W7/817H66x1HghArjwhiiukFSq1KoDnHzKidRqFZCS3bvuYnpqFucc7TTlt1/4Ai5/7/t41ev/lO9e/32cDWXm3TEFRijM4oGP9zIUNbDFDq88UUkilGDj2lU0mil/+6GPM7xmPVIliDjG+hwtICivJUbqUK5cxPyw5jSZ92gZEUURQzGMDEgiRWiM5hTWQrudMryiwvZtqzjl5E086clPYKg+gvehZ5WzeegzEseU4wCWTa4wOWgh0UKS6DBw1dsclxuEUD3NS94JoNoW6dRIJ4yuXstgrU4UhaaN3tjAzHdMYFyKrIJE4EzrQfSE+7bjBphAV6AUxEnGhAY7SEm5Wg2PgTrDq1eFMkkp+clPfsL05AwOSyfv8OrXvJq3v/3tnHfe0zgyNl4omPuMhVJBdT89dZjDe+4g8hmlUomBoRUkkcI057jx2msYn8m5fSLjcCMonfPMh/bZ3cDtPD4LE2FdvnRnJaWkEisS3yL2Hi37PUi6oCJJkh7CbTQaGGP40IevoFpLqNYSPJaj4/uJE7nkteHzw7CrkZERtmzZQq2WsHLlIFEcJqZ2Op2Q9ik62SaliBXDg4yOjjI6Okq5XMY5x+zsLLOzs6GKoRiSqFRgbLrnabTD0eB/POXxD7InPDysG6S1DrtGXzAWUiviWFGt1ynXqoysWg0urIvdu3dz+PDREKjbTS76gxfz1kvfylOe9nQOHDgQ/L2YVt2bOq1kmOyrJCjZYwecCsBVR8WwMF+AJC/JCvFgdaCOkBoVSUbWrKI8MIoUMR5NdcUwIqmx0GwzlSa0fQ0nyugoMBpJuYLVg9hkBXl5FWl1JWMmoe0V9aqkVIY4jgGYm5tjbGysAO5JXyDe9UspWbFiBevWraNWqzE0UAPhiGMdptU60WMVtdYMj65kdN0aqrUySgnyPGeuscDc3BzGhQnN3c/t/p0glnRIP88Tzznzl+QVD23rj9Aw6ChUFQqZEMVlSpUalUqFemWQgZERoigC59l9504mp6dBODp5kz94xUt593su51ef8HgOHz5Mt2Owl4H5lUL3/N6JsElzUoWZMUKB1CiZIJ0EIk44cSvGO84489Fs3bCRyuAKknKd4cFRpNQYH2KpQRGXKkRxBSc0RAOQ1JnPS8ykipaNQSjKkWRF3AkbVKkJjcgFaWr4t698mXKtzEB9iMZ8h/3770ZLEZhsNC43YWaaDG0kBgZqrF4zQr1eZ3BwsLiHxWTGYbwLPbTSlCRJqNfrjIyuZGhkuOhJBdPT08zNzWFtjpMBjAkZuqj32ggIgcunOeecM37J3tG340ZjsrhiIIqiHjAJN2YXBK1RB12vwcwMSpVZaMxy6223cWZ8JiOrRklzy2v/5DVc+bEreeZ5zygufKhIUTLkM8tJiXoSMZOnZAtzJHGVai1m7sge9u/axe0/3YXwjt1HZpDW88gNZQZrmiEgjop27s6G1thFe+DuaG2waDzr6oIhb1k5WAdV48s/OUxHVVm/cQN33XU3pVLQezjnipRJjiDi8sv+D+12hlKKUmWgt/ssVUusGlmJUoqpqSnarZSZ+RDIoyg0lKpVB5idm6ZerzMwMEAURczPz9NodUhNzuzMfI+16e2YVbfFeX/QlVgkGI6QnHzymVhz/FB8DyWz1qJk1CvX6wIVZAmlPZ1slihKGBgYIG21ibVmZnqO3Tv3k+gSGzavJ01TXve61/GRj3+YZzzlmQX71Rc0Bx1FELd29SXdqhXhoVtV2e9k2e2UKZBRwp6f3hlAvdOUI81dd93Oidu3kI0l7N51iD233UR7bjoAZgHrV9WoR4ZySeM6OTONnNk0Z2xsjIFKjNKedrNFvVRi03CdHx9u8YH3fwQdSZJI9NKMpUqFofoAOpLB59ttWq0WE5NHe3GhXq/TaDSIogqVgQpRJGk2Q/qx3WgyNz0TmMai94X0DkRREto776UNB413bNm0lTxfLL9dtvvL8jynVKkAGWUbCh20Dv2UlFRhcKUuMTS4ksnWEUrlmLnJWe644w6UFoyMriYXhtf84R/xqc98gmed92sIHWGEIxLFPjtSCKmDkHvxUD8letVnAemDzwSPO+dc/v2LX+PCl76MI0ePMDU1QblexbcFpbhEllm0LDSDTtDJFW1TZWxqgdR0EFmGkmGjUIkVw7Uya6tVVlebNHNPm8CmK6C9kHLFB6/C5A4hFOVSGXBYAVoLVg2vQWvN1FyI8+12m6mZWUpCEpU0lfoAnXyaJClTqpQp65hmp0Sr1SLD0BgfQzrZ6/kVK91b11LK3n2222W2y6juOOEUnCk9mK5wn3bcAJNQQqXQGnwchzruKCJMPLREiURFzUIkm7Bq1RBRYpifnufmH93MIx/9KFatHsQ6xcte/BKu+drXOXz4MGc/4bF453s7opicrN1iYWGBaGAFyqaY5jQz4+N0GvM0220GqhFn71hBlmVgUtJc0MkNqmAXFBCGLZlFw8RC1z4vcsqxYdW6UZSPGBuf5owT1vP93XM91iME00DJGe+oV2vMLcwjhWSwVmHTpk2oSDM5NU5joUWnnbFnz55eDl0pFcqKKxVGR0eRUjI/1yBJEkzuODoxRZYZkpJCF19xVEpI0xQpQhmxkIUgEXpdD0MXwzxM/Cy+k5/u3MNPd+76JXjEQ98CEIkxNiMqRaRZGxQ464hEFECKjkKgFYLKUAUhPHNzC9x+5x0ktRIjIyM0m00ueskfcM1Xv8Heg3fz+HPPCZViSqK0DtOFZb9HjSjuykII8rzYECgXOppYGwK3l3jnmZlboFyuIiNJlMSkaZuFhSaV2ipG125kpZjELlRotxeYabQxeYaViljFzLfaZKbDUJyw5fRtJJHAmhaNVsrYWIOVgwJxOKdcT1g5spZER8zNzzDXmEVmTQ4fbpCanCQKx+uUoTY4QLVSpxIlzMzMFNoUmJqcwdgMreKgs3K+t8HxPvQ3QffZJLyBRdeh+31IKdl3aIL9h5fF3g+E9TaghY4JCDoHp5BorHRBzIwljiSlskaOlpkbb3Pnrbs5/cyEkZERUil4yQUv5ZqvfgOZ7ObcJ5+L8a638ZISEB4lF1VDFp3Bu8PqHBoiycjwAFJFnHzKFtqtnHUb17Gw/zbuOjLO9Ng8LlVIk1PSjlaW0sg14wstFuZmWb+izJqREtI7Oh3oZI5IeZTI2DKasG++GYCAkyH1IitI7ygninVrVuJyQdrJmVqYxHrJwYOBAdJSoeKgN6xWYqq1ISIlaTeafZZxZp4p2+ltmCFo1bojHAByb4migk2SAudy/KK0riPEhL37Z9hzYOrBcoOfa8cNMPHeE8mAfLsUaxRFOJMTqlhCJUmr0ejRuieffAJjB8e44fofcstNP+aUR+xg8+Yd5FmHpz/96Vx99dV8/avX8NTznhaqBJB08ibtToZMygwMr6Ezc5SZtmeeQSobtvDIFevRjUPQmibLWziTU9KCRCuUVwjXr3AwPuy4nMtDe3gylDcoPMYYSlqFKot2ThQp9u7dx/9l7z2jLLvKO+/fDifcULdyV+egbgllghEgQBJYjACBhAJgsACPxzBgA6+xgfHMeDwOmGBePA4YAw7YCCHA5CRABIlgJLISAoRa3eqk7q6qrnTvPWmH98M+91a15eX58EqmF+5nrV7dXau6b9WtffZ+9v/5h8pZWmkylHNt2bKFsXaKjiP2HTiEU4a9+/eQ9SuUEiRpRCQVSatDs5XSbrdZXFwkz3Oscxw5PBtGNy480EIMbp1QlQYVrW4ASRLGRMd3zWtSN9fctNfeIu0aFOVkPXQV0AwBXpPGMUXNHRIEroaKI9JYk+dhPDE1PsGG009j9vACd9z1Q+664w62bN3Bzp076WU5T7/0mXzikx/jGzd/kwsuuAARJ7UnR0AMhaxTRMUqtyTSGufLoZW2QCIGJDgB0xPTwfDMJhRZzjlnnoWtSrKVYzzitB08kP+YpX6AhhMtSHWClhKtJbEUNHRMsz1CpGO0KsBHxJFgbNwhbAMpl7Gl4+gDh8NFAGg0E7yRxLFkcnKSJEno9Xqs9HvkWYnJFzhcFuFGqCUKTUPH5M7jrUOoVQ8jpdTwZjhEBiF4X6x5DoakTED+i/V/sh66EkKghcYrj9MxucgDalcflpEUOCUo+hlIyWhnnK1nncbe3YfYvWcvd955J7t27WLT9q10u32ecdmz+MhHPsI3bv4mFz75ApyDWEv0YHRTm27KoZ28D4osIkwt9Y0iQWekxb57f8IjTj+XGz7/eW654cNIV+CrnImWZrQhmeo0EN7RXVphNInZvnMTjdQTe4GzRf0MGaR0xCim2zFCdJE+GBp6JRgZaTE7O49Xiv0HjwQqgJdErTicNQ1NmjRpNZp0sxWyLMNWFcuLC+RlgfCQ6GioYhVC4I1DRGu9rMKkABfWtzFmjeFcyEn710qeQEv+hGlMIPg5lMYMxzhrsz2klCiZkBddBILx8XHGxsbQMqIzMsZNX72Ze360G0XMxi2bwfe59NJLOXDgAP/nbX/Gn/y/b6GfdSmrHKMEzfYYeE1Rgutodpw6Q7s9g128lyN3wsHajloKTWYKSu8ZUWFTV6x1cHXoOt3UueA+mOqIop/Rcz22bNzC/JFahuU8M1PTaC2HzcX8/DwP7F8OTrH1uAlC9sHWrVupqhDyZq2lKDMWFhYoy3J1Jl5D9bCqbPKe2h1RDV0xV8lfYs2fYZALAUAd3mbxOB/kmdJ7TvYlD08JIUiSJBAwi1U+Ba7mmgiNVzG9Xo9Ea9ZNrmd8cgKpGlw0Ms2Xv/pFnN+PiiO2bt9BN1vh0mddxt1338073vFOfu8P/5gqW65HFzLYTouQ5CsUw00LdzzVLLilutoHBSbGxml3OmzcuJktmzZz3z0/ZMeGdfz42z/EpzP8dP4gc7OGDhmthqHdbpPGCZXq4kzJSq646fs/RaYtNk2NMBYbIu9oJz4QtbXHOcvIyAgbNm8C6/jJPT8iVgnHKotzBmPC2FPhccINCeAGgasVDlEUrfkeXN1oMZTEr91PBjXgnw0l1j44m5xc8w9PRVFEFCuMNwgjkFrifVj3XgZfGq01pspwAjZu2Mr4ZLConx7fwK3f/Sb33nsfTsDWrVtZXlrg6Zc+k7279/L2t7+DP3jj75MXXVCKgYOPEEGWH4wFQw6TLQxSxoiypLIGoRxzRw8hvWTnlhnSx++iWD5AsZQyv1iSFX10PI72GVNNcLHGOE9mUvoqxpWaottFSUGiPDrxtNOM0cSTG4G2giiOmVs4Nhwtem+J4gabN24iszn79u2j8o6yMCwsL4ENaLwQobFKZfASWpsFpLUO+7dcjV9YbcCOb1ZWs9dY05QHG1pbN2wnSp0wjcmAhJkmmrLKiRtxePNQw4NzfHwSaT1Ca8YnZ0iaUSA4GctVVz2Xj37sQ9x11110xsdotSVaC07ZtZPf+p3XsNhdrBGYEOilow4jE6PIZIxkfCPNZsri4cP0Dx3inp/8iKpr8K5AKMXkxAhW9OkWBQkRDVn7hQhN6Q2V81hRDdNZhRC0my1WFpc4tjhPIxnF2j6VqVhYmEfrQNgbGRmhm/VptEZCVo8lKBLKknXrGtz14zvwTlCZMF4ZqhKkBK9DVo8KOn2hQxPipKtzcgxC1mmVa2XKTq3ySAZk3kGnLBzehUZksGFbqU7eHh+mCmF34rjb6LkzKQAAIABJREFUvRQap4Obr0IQp2m9oSRMTE0RpykTUy2W1X6uuvL5fPKGj7F3932MT40xNjpFTskZ55zB2WefS3dlgTiNQEi0jlHe4KQajnOE9CipkN5jihIhVBjlCIv3FiU8R2aP4r2n2W5xxrlnkpcVx47tx/cS/vG976cADuy/l0efupV2BGki0UlK2pnAZMtot8TRY4eJ05Sf7N5Nw21l/7GDPPKs9QGC9hZhBaWtSEemueeeewCwXlFZhyIgi8EpPKQKS11nBMkQI4+n9nyoQ9wGgYUenFxFP8SaMMzgGCpqSelqWOWAaP6gsLaT9ZCUlAHNiEWEiAVVHA9Hi8YEX6WRzkRt3a4Znx4nTWOm1nfwfi/PfsblfPqLn2HPnj2Md0YZm5xAOcmOXTt49W+/it7yCipRSBkypkJsR30ID4zFbED4HKFRwsDy4kp4fXLOPPURrNx1E4s2ovR9RhvQty3GJ6cwy0fp+iVWlnOOFrB39gEOz2e0pWFMLLBrXcJpp20hihQCz7aNExz56RwQ+B6l89jKBhWOM4xPpNy/b/eQkD3QowQCbPC8CnuxRdTThFUhRCD3OuEedLkIZ+fqiDL8IVAOwpr3a5R6IdzwRNrmTwhVzup8zCGEG87QBmSdAbl0y6bN4eMI2u0mWieMjI4zPj2FxPOiX74mpBN//ev0ust4b8nzPIxf6k3LEQ7ppJHSmZxk/fYdTM9sIFua54Ef/4B//uxnWJydJ1/JyJczugsr3HvvYZZ7nsxq+qWlcoEbUjmLl/VCsRwXHhapig3rOsSRYi4rcbWqQilFmRdIxFDCu3HjxuFtTaNJdcrysWVm1m3A+3o0s2afDGgJDEYv3vtgpFxnHwxn5k4cd0v81xNl/ernurBY18Laztjj/n6yHrqylSGO4+HYckD8HMS5A2zZuA2Th2ekMzJBmqY0mgmt0XUIaXnhlVeysLDAt2/5DrOzs2BdkAzaKty43ODm5PBKI1RAYqSUQW1Te4gIFYUMJpUMCblSSs5/0vkIHQ7yM047g9HRUSZHp1lcXuJlL30Rlzx6Pc953C62jEpm1o2QtqZI1m0m7UxilaLT6bB5THPG+oRnnLedc7Y1efyjtjPeiWlISESJxaBUk8OHjjA9PT3Mt3EuPB8DfxalQrYO1BtvPbqBNdJrscojWRv1Prxl+lX1ka+TV60JHg94ibPhAjAYK52sh7Z0vZ8JFRqGgdcHMFTXdMbGqMqw56RJEx2nJEnE+PRGiD1XPus/sbywzPdu/17tam2GDbXxoekerAVZq82kh0gFfp5SQWCh6udAKcVTL3kKouqTuhW+8883k0yfyhfvOsDHvn4Ps/MGZItdZ51PS0lS4enElk7bc8qGNk85a4ZfPGeGCx5zGqc/YidJEg2f6Y3jozhjESpncnoGawcij4DSLS4sMzk5zeAoHpDQA2F1VersRCBmG++wrCJ8A5R8IJOXUqNEaP4Ga35tbtBgzYemRA6bE1NPKk6UOiEak9VySFYllFIG23lRe3IoX4IzNVkvzOK0SombLUYnOmRFzjUveTFLKwvccsstHJubr2Hgkqq0xFHKSgW5tSBMWJx4FmYP840vfZ4Dew/wmKc+nfPOfyLbt25k68wk6yYbbJxMMb0eC7MLFHmQjVknqTwYR9211s56OCIkaaRIG5qo1WGpD1YZkMHgyXvPyMgIRZajhWSk1V5twurbmnOOgwcP4nwY23gshpAiOWiMBhvvgEzGmhCrQUPi13Q0QgicqtETuaZhEeClC2iNNZRlxshIk1/8xYu45JKLufjii/+d18HPfw2a5NHRUZQOG6VAEanardVrHJqRVhsnTcA2VQijVJGm0WqTjrZYznMuv/pqlrqz3HHn95mbP4ywgqooKUxBkkah4a3df2OdDB0ikzRCJwoZiaGMXSmBimJipVFpysjoJEXuKfI+W7bOEEcerSrsygEWD9/NxHiLrZsmmZ5sMdEZJR0ZYXLqFFR7LNxGS0MsLevHEnbMjDI6FrFhqkWn1SaWgu1bN4KPwvMoFbOz88ODQwgFSgcelArprLaG4p2QOCGPG/mujQQbfGwt8jFANL0gNDW1HbjzhtIFNdz5TzyPiy++mIsuuujff1H8B6jh4adASo+Ux48cjKwYnx7H+NqnKUqIkpQoCfLz9vgYWeW57KrLWV5e4Lvf/x6HDx3BlhWmCONupQXGeoQMZpJxHKPigEZKlYT4Bq1IdESqgtHlrp2noaIEhGOlV/DO913P/vvn2bltC62xBOOhObUZ6yPiOMXZjB0jlnWRY3pEMjpiGR2LaCbBn0oRvFJSX9KxPa4+cyNP2DFOPGyg1bCRODJ7NCDbek0DXZcTDsuqF9ZgvQ8UnULJei/3w18hbVtinB+ud+N8QEKlozRhzVdVhdKeRz/6kVz4pAt53OMf+++1DP6vdcKMcgaNiNaawtq6s1WwxsNjGG8tJUpGQdFQh9WJRkJLjJEtd3nRL7+Q6677EN/61rd4whPPZ3JykjiOufHGG7nssssY37gFu9LD2i6L80c4dP9ddNoxrXUdjC2YXTrMUt5FS0vU0CglSGtTHaUU1nosNiAMLiA61kEFGCGocCELRKTMFzF7+8uhiXAO6STT09P0+32UCo6AabrqFAur6oABWW9gHjSQcUJodAcx9v9X2NnL4fxQ+DA2q6qKMi8486zT2bRlM51OcDgsimLonmitxZgysNdP1kNeSqn6xhjWcKPRoKiCX44XvnY1tUM5cUBVJNY7lJC0O6MgFf3eEldfdQWf/PiN3Pb9H/CYx0omxteh4waf/syNXH7FFUxvm2H+wDG89GgBaZIE1EFaPBUIi7eWSAqEc0jjsRJEZZmamiDCoqqchaN7mOiMcNSUaFdQlhmR9ox2WiAi0umdtGe2MhotsaBidCSpypKmsggdEUUxKI1xFbIsmBofRezvgvBYO2i2HVoPeFOGQH6vN2Cv8N4iB34tIpBVh5yQfwUVHOwfWZHjnGPHjp1s37yO5kgbITxFEfJIwOJcQT8r6hTkk/VwVBRFxKYgFyGzyxOeBW8COdvhUTWiMBhvEjkiE4FOmJhZx8LCAs++9Gl87gtf4447buOsc85l05ZtSNngCzfezLOvvJypmSmWZ5dQwiF1Egw8owhT5UjhcNJjZImyljhqUCx4Np36KCYnN7N48D4O7bmbyBuitMmGrafTVxEm8mhVMtZKcTZn01SbfmlJkxZxrIkQWF+B0lR5jvc9No7HtFuKPT+9bRAjCByPYEsPAoH1Dx4j/kuu5eDzvaiHNf/GCCbPg0v4tq072LB5inazHdR4hQ2XVlHhKSlKd1xj/7OuE+bEkVKSZRlJIwVTIHQIEhNC1u6NlrGJcYwxNJIYGcU4JUBIZBTTbLeQ3RViLZmdP8qLXvRLfOD6T3DLP9/KU57yFHTc5PLLL+ft73sPV/2nS7jsggsplhfpzh3FG0tntIl0FUcf2MvhuaNgKxrKEWmB1oHFP4DEnQM/cHQldKOVExRGkFcxhYcDC4Lb9h1CjUyztGzwlcdQsnPXGfzoRz/Ce8/oSIdNWzbgfckTHvcYsm7GgQMHOHbsGCWgRSAiRvVDO+CMACgZZKACsWotLxgqLgaLvigy4jim3Wpz/vnn02o3gnNoVdUwuQFncSbHeoGokyZXS6BqXc4JNIL8uSmtBVrGWFuiI0lR/1xEHWOndYCh4ygNhGbpkPVYEBXRTFooAcuLOVdc+Sxu+ORNfOfWO3jSBU8gaba4+uorecdH3sMFv/AELn3qFRw+fCjcvKJwGBhjcEogCosVFUoIIgcuiogqS6ILfuWKZ3Ldddey5+47Oe30U+mtzCFdhTe1RB5FLBSFscwu9HjUo2J+fNtuVno5eQnS65r74WoTuZAErBA0qFi/scWRo4trxpU1CVg5TN0kO+dQQxSknq0THGqtGEzJQxR8WfRJ05SxiQnOPftskkaMBCprsdVg/DmArgeSYVP/rmvU8uRqfzgq7KF2eAhKOWjA63G7E0RK44QjiRuoSCOTBMosNCpRgpOOCek5dqzg6U//Rb70xX/mR3fdQ6s5wvTG9Vz67GfwrmvfxVMuehrPePLTOHr4QLgE1KpFRIx1FcIbtIyQTmGtYSHPGJ1Yz/0//SGbNk4Smyl6vR5xZ5qZ0x/D9OQU9/oYawTGVGitiYB2Gow7pRcYHKJyQ4/8EZXQjCJGUpD9Yzz6nPPp92F27gjL/Yy86A9H7lGU1soev0pkHTiz+rDmrQ+CDCdFHdkZfFmCH4ym02lzzrln0WwEFL6XFShpET7wxqypU+dlUJcOPE4EBiEiTpQ6IRqTgbHU8vIyM63msDs0xhDpmKoKVr0TExNIHeLMtdYMzKMG0ikdJ0RIJic9ve4iV1xxOddf/0E+97nP8ZznPY/F7gq/+z9+lw++51om4pRfOGMnpsjBZWgpyLtLuLJHU3ucE2hf4ZwezvEApBR4vyq5LZzBeEtlPJVVFNZSOsGRXkUhUk7bvoup9TmLi4vce++9tFotLrroieB8LacUxDI0PH1ZIddN0EhSVvI+/czQz7rBnEcpnHQPmr15GbgpK/0ucbPNqbt2cvbZZ7NhaoallaWhdX1pHDiDdwLrgurJ2jJs9DVE6FwYTQ3Ixg9W9Jysh6oGzWRYu1Ca8B4PuEahYfRMTE2jI7CuQkUa5w3GO4gUSZxQSYnTnraYot9f4eKnP5UP/9NH+dxnb+A5z72KVrfN61/xej77iS/w/vd+gBe85HlkWUHaCJb0VVWgigijDa4qg/zdBCdVoSPOEj1u/tLnefVLf4n5lUWy/jK95SWs0HjVJGkIRCXqMMuM51/6JP7PX72byYkWK/MZuZGM0aPVStFKhAh3B85J8soRV451o6NI12Aly+lXBUUW+B1OEDJI6gpQdT0jd55e1qfVanHKjh088pGPJGk2yPvdISIovME4EVwvvcf5cBMPmz+EFGXLv+ReDeWWJ+thqApsSIke7CsD/lDYU4MVhBAK5009FgFT7/ONROG8QrgG45Mz9Ls9LrnkaXzsE5/kxs9/gedfcw3ZSp/Xv+L13PCZL/GP93yQa158NVnWI2k2V5VoMseWASW03qM8NJImKRn0FsFkIGFsfIqRme1UBtqNNso54rRJ3l1iaXmZ6WYD5cGZ0FB4J0KD4m1A3XxJKxEcPniYcx55DrvlBMvJPNqmxBpWioSsDN5aw2bkX4v5VWCto1sWtLRm4/YNnHvmo2m0RyjzLqW3wZHclHgvEXi8M0Ta473DiYA2ysG6tkFRKgR4rxEY5AmkFz4hGhMIHhtlHrrQWMYUdHHOU/S7gMO7QKSjJjYFzw6PsYGDMTo6GsYQztFMExI1xjGf8ZL//GKuu+46Hjh8kKTR4NQo5vd+/w28+8/fxsZOSln0wkZW9OhmOZXzJJEKoUdESDyx8KiaK+SEDM6vXuBdICqVlaRygr7x5MZjdcRsr+LYcs63brl1SPTasnmGs047lcW5WbbvOp2Xvvy/0mg0agvykG6aryzz/vddy/vf9Q6kNGQDlQCgvMIODNIQwW9BOF72spfRy7p4uQoRrhQrQaEjJMJCpDyWcODJ+naipcIN4LyBogExzNkJ8d4qzCZ/hmvj57XSNA03rUggi9VYAJwLqb/OsWX7hsAfkoK4kZIXfTDh4IyiJCBq2iFbkkSnLPhlfumFL+AjH/8EDxw5ik8b7Nixk1e+6tf5szf9FR/7zMd51qWX0WqF5OiqahDFhrzoY0yE8A5jNNZaYmvZ7Bx33f4TimiSqV07sSZkN5G20Z0pbNFHFWB7c+TG8vkbPoehxDHKXG+ZrJsxtr5JlmU0mpOrmU023PSWyyWu/+RtfPGT1/OWP3kTihjrfb1xrlZASlZzTq558a/QzUK2h6+VBlmW1aMdTRwpClOhpaO0YKxFYxFS473BuTA0sEKhVEBavHXoWB93aJ6sh7YGRMyBckpKCZUJOUUCCuDUU7YRJXUAqQ5ZOgMCaBynVJUlakRQQlvHVAtLPOfKq/nUp25gz549qCRlWzPh1379v/CXb3sHH7vh01xyySU02y289yEcT0lcAtRydGENslxi3z13UizOs7y8TNocY6KTki3P89TLnscX3//X7HtgmX6/ZKKznlY7Y3nFMNKKQmBxVTcB0oPwQUnmSjaMe0al4u4HVrj2qx8lLwwmX+QzH/ogf/0nb+aIHKGqFXEWP9zfhVBDWb/HcvXVV1KY8LV7W9vRl73wPnmFFx7vY6zxQWkmLVporFEIyqGtHK5WrAkREExpEDJFqhNnlz9hGhMhBGVZIjxoKYmUIrcGKcNMsizqcDEZTGUCJwXyoj8ky7bbbYpul1IDUtEabVAZh4hS4ihlbm6OwwcPsWHdBl7z+tdy44fex4Z2TKvVYqWb0Z7u0Oqsozz6E6olCzhi5YlqmNd5gfG1bNH5wDUxjtI6shIy68F7HJ7c21Uiqg9Kokg43vi2t4Y5uI6Gs5FBg6wjT7vR4ddecw0vf83T+dIHvs2Lfut3j9OXD5nWspbY1a8zUCMMeCfOBT8AZwmvU6fGDiR5A5TKOYHW4VaqlOKHP/wxBw7cHxQeBFO5gR/EibNsfz5q7ex48GcJYWMjbDxRrY7RKkbrGFFmIBxKKppJTN7rEsXB/wESkk6byEqQijhO6S8scWT+AcZmNvGmt/0v/v7a6/nMp2/kta/+dXKXURQVQmd45dE2xpYFw/TTok/XT3PNi3+Zj3zkE1x4xZVU5Qq10weqPUYiY7KypIqW0M1xTKPF0y97Drfc8W0mH3UxZ51xOnKpx9G7PkRhCpQPDViQSzo2bE4Ym4h43q9ezfNedB6f+dhtvPy3/xBnK4RUx703Wke1AqNCSYNUA1lkSMjWIqB+yIAwxVrivSB2DlSM8yExXDgRmkIRQgPv2f0TDh6aZeHY3NDCPFL65Jp/GCoeuHrXCMhgHxK+Co40lQu5XyKu9/WYrCrCRUwGq3UVR9gicPNsVTDaHqHwEq8kXkjmjxxlaWmJsYlJ/tcf/z6f+MSn+PKXv8FLX/piwJHnJapO8bXa4g0k1jG3516KM3dRWUNnagOCCrP8AAtHlvjIX76ZL3z9e0xMdsjKjAe+cw9POGOG0U5MknZQteg5NFAhNdjaangBXDczSk+vB6lI20Crwwte/mxe8F/P4zMfvYOXvuoPV11xhQBUUNDVELktPYlOAloKsCbnaajO8VASRv516hxg0EpifTRUhTpj2bf/IHvvu5+FpWMEDX5QK50odcI0JoFUGg5ZHcfYrg8piVHYPIwJcqmBlBhWE3uFELRaLRYXF1FaIFxM5CHG0Wm0ESri6quv5i/e/naEEGzevJXmtk087aqr+O4NH0XFKZMzG2k2myzNHaJ3RINOEN4FN1eXgAiSX2MdZeXISoeUmrxyrJSCfhlShyMtkHgEEY4+1lo2rd/Ecy5/Oqm0QEgxdbZAelcjIEu4ahHpCmxvkWqxz8EjFe/79E3BsRIfNsnaWwQphu+V0uF90zrBioByDHwqwggq6NljoZGyiTGG2bkj3HrrrcwfPQb8C2Oe2tNB64QNGzbQSlqgJN/6zi3//ovi57y892RZD2zg9gjhQFRDvwII3hwDSWWzFdPPVv02hFak7bT2AAq9Z9u3aLTaSK25/PJn895/+EcqaVi/YRvtRspLX/bL3PSlr/Odr36D8595ESoqh1+LtRajFFiDKypK7bjPSJRIkZHElV2qyiKFxkpJszVCVkmSMUduDWONFlZP8f39i7z6DZ/iQ+/6A/oP3M/hA/dxyikXkO3/AToOMQ7eeJyVFP1ZqkNfY2WlZM8Dy7znus9SOYvWMb5WqA2kwaULib8q1pTGE8sYg6nl8gIvBErYoSdSpBOiKKIqCg4e2s/tt93J0sIi3gsMwSMpEVDYDKki0kaLmZkZvFCkacz3v/ftn8Gq+PkuKQPBPq0RO601WVGgCYZjxgRSppMGXDQkfVelJ9KSNGmGxkZ7lErwTqESycbOKMJ7nvvcq3jf+95P/q1bGR0dR6ctXvTiF3DTTV/m29/8Lk+/7BKWl5cR/T5CSUxZYIxElHDpU59MUUF7dAIhFLros1DtA2coWw2aU5OMjkS0i4qzLjyb2GWMNDRagPAhgUd6QMiaYyJxBHRTassLXvx0EN+ClWXc4hLdJcN98xV/9bcfonTBW0X4NRYOxmIGl4DY0auy0HzX/cPgPNBCYmqJfRql6ERT5BUrSyvcdtvtzM/PD2XCUgU0VtRNUJqmTE1PhCYwanLnHd/7WSyLB9UJ0ZgIIWg2m8y6EGwklQMGwWYWIQ1ah4ChwQ9NaxkyFrxHakW72YI6EyeWCjCUVrFt2zZk3GBq3Xr++I/+iDe84Q3c+OlP8twXvoCpiTG27TyDfT/5IZ1OSpkX9Jdn60ZIUDkHzhHJiKj2HTHGBIKijzCFIS8t3bLCO0OqINEWVIKv47GLss+rXvNyTN5DRp6/+5u/pCwW2bFxMyNpikRwrL/ISq9g/tgKpfd4n+Kd4pzzzubGm76MNQaV6ONSVyOpoIbeFuZnGZ2cDvr3esNdXJznvp/cww9+8AOqqqLRaA0PMKUCQhKnDZrNlPZIE+A4ddCgWRnAfydvjg9tDW5G999/f5AzCupbi6rn4BWyjlpXMgrqHBnVxlGBPNhshk0aKcAKnHVILdi8dTNCJUxvPYVXvvr/4a//6h18+fM3cuXzn0vUUDzm8eexcSQlLw2VlqhIDxt8had0Fi8FKk7IlGPqjEfxrHab69//Xl7wwmsoI4GKGnghkO2UyKakBvr9PsXKIVqNnXS0Zd9tPyDvHqIzOcp9B/dx2sQWFpb2I2xJYR2ZsTQnL+Jt7/06eU3qe8wTH883vncLVVWE+PdGA08JqCGvzJiMhfl5xsanVt8b5VhaWOI7372dfXvvCyOuKMIRLhCiTrRtNBtDL5gBNy2UxRH2FyVUTQI/WQ91SSnpZ90wwlYB+VZlCXWadUgbDuZ+UHPrjMCs8aTRWmOdRWoN1lFZzczm9UiVsn7rTn7tZS/j2r/9W77yla9w1XOvZP6Y49xzz+WUbRvIjR+Ozb11SBXUlUYnjOw4leL+vRAnNNojdG2FV2PMRYozHnkhL/qFC7jz5o8yqibpLh6lm1liUqww6PpS6FUt1sAEjpRQ2Hiau5babJ6P+ce//ASHjx4jqyReBhHHeY8/n+/84E68lcRJkPOj7JCHBmFdFt0eenQcMTgDpSHrWm6//Xbu272XyhQ11zJ8f6pGYxuNhCRJGB1r1qiMfpCcPlxM/n3Xwr9VJ0RjAh4pAwIQx5rCVkM4y9oKITx+cIusb/RKKZIkQqlwkKZpGkY+VcjWIYrxBhqNBpqKWHnGWiO86S1v4a1vejMf+9A/ceVzr0Rv2Upndo7e8lG6K3PMHzlMN8sxpcN5D7ZujgzgwVpBZTXGW8rKUxgD1hIDsfR0UkUpw+LXArQIhmVeSJz1IEFFE+yd6yN9f6g4AhC6g7Su1vAL3vLmNzM1sY5Go0FW5ARZqa4JrcGxNdy6M8aEI5LhPVOiwQeveyeNJEGpiKmpKcbGxhDSH9fcVFU1dADN8xzjHEkUAWGMFUpxsh768t4T6whXVZAEiNVTHi8LlDqQnYXDloOQS0mVg5DRMAhSxQqcrSMNBDKK0VrSbsa00xle999/h79+97v4xMc+zjOvuIyJkRFcOyGJNJkFIfKht4d14K0bwsOUsBA12XDKqUxMbkBKTaoiqmQVuaHyJHGLQwf3EXnNl792A2effSZRo4Vqn85Kv0uzOcKPe5JEbyeNu+T5ITJbseGsMylMn1i38d7w1+/4K6bGJ4gbKb2sX3OeNFiN9xXehwbFWouOajdkgtXAh/7pvSQ6QeuYyclJms0UHXniqAUw5LeEsafH2pLKWmItCFGzdY6KcAhxgmyNP0c1OAidMygdLlDCg5QRuBIwJHGDMi+DAsUVw4uodRVKBq8dVgZoucIUtRLRS4SKGJucIEojfu03X8n733Mtn/nox3n2lVcQtVtklQGpEEqhvaAUwRcHQDjNfqvoFxmx13gtEVGbdPMpnLqlzUizxWQUM55OkS0vs7xiGJtcR6+3RJVVjLVSYuoxuQDvPMZYSqfIZnay5fSzuH3vfPi+klFUDDiBQfHOd72b0bFO2OezjOBDcnzTIBFkRcGYEjjq0btTfPgjHyZNNEoLOqOTTEyMEcWASMK/dw68xTiLR1EWfZTya4iug/FNIOqeKHVCPX1aB1RgJauGRjLUs8WBpEpKiTXHt3ZKKRqt5vCW30gSytIjfUVRFEHWFUXEWjKiJG/4w9/jrW/7c66/7jqe+7wrOOOJj+WmD3+IxcVFut0ui72cqrTDpFVTVuAM0tlaYitqfwWIhEchaSWW0UZEQ3pMffBba4njmNe97r8x2m6xbfsWLrzwQsbGxhifGh82LUVRcfjwUb7yla8wN3sMLwVp2mTdunVINI1Gg9JUSJGEJGDA+YF1cTXkk9TvBqJWLSEc1lRkWcbc3Bxj4x1mZmaGt44kSWpDlACZW+8py5JYa0DU/iwV/X7/Yf/Z/0cs7/3QcG9gj74296gRJ7XddAiFXDvGhNB0O+dIoibeGpAVUiqqPCNC0JCSRiulEUe88Q/+N29965/w4evex+WXX86GqUnK3HJodo6Nm4IvBEXIDanKElsW9QjFkVUF+48tUvoILxVaxajIo5yv1TgrGLPMwtE5unMr7Jg5hd37D9Hc9RjuuPsnvOSlv8rU+Chl1ue9f3sDYy3P1NZtHNv9LT773utZKSzaC9K4SbvVQQhHI21R5QVWSCQSEQk8jRDJgKQo+jXfzGC9qNEkSRCVBffbo0cP0xlts25d8MJQSoWUZKWwToCPKGuuiwryBFzlKL2hzLs/gxXxH6MipbHWE6VhzKGUwliNJOypxgWTSlEFw7CqCk3WN7GAAAAgAElEQVQJIvBPABCOOE4pZIHSoeEMakLH+OQEUar5gze/kT/5g9/ng++7jsufdzU7N29ifnaFuW6XqYkWi4tzVFWOKQJq4mzB2MxWytkHsLkkajfJFgvaoyM0jeVv/vSNyETRXV5BeqgOLbFlwzqUVsjcMhYLvHV4GQw4kVBKyRmPfCyVl3T7PQ7cP8dXb/46rjIUZZeo2WJsbAwpJa2RNnmeI2tEezBah3CWFCZH6zURCypCeI+pw52s9+zevZuRkRGm10+jCBd3pSKSSGOdQOkWtqowzgW00Ye9xlQ51pw4uPgJ0pgIbOVoNcLBGylHpMDGMdYGUo+rZX7OOfKii8cia/LUAEEZauO1xteWxnGjiROSSCokMAhh/J3XvobrP/gBXv7SV/Ch91/H+KZt7Nl9H7OLPZa6OVUeDvzSGoSzKAf4kGcgZPBvUN6gIkEzFjQiSLQBHQcIHhVIiTKi0+kQKcHSsWVu+PTn6lA1P0wYDoeSxuJJ0zBW0bo5zN1ptTtk/WL1c8Wq8ZoXgpVel1jr2nzKI4nxlcNLjRCKRqNVNzeGPXv2UFUVp512Wg11QxrHxHEc6FJJTL/fJ0kTlHUop0IDc7Ie+rJFkMA6j5YCR/BwCDBsiCoHhzcWW9rgJkn4uBAuNKnCoYWnGMiMhaDVGcGJkgiIlSONI5y0/I//+Ttce921vO63fpv3/N3fMbFxmu9/87vc3WmwYeMktugjrMC6Cm9Dnoex9dcZK86++Gn89NgS29qNcLgTvBEqkzF39AjjU6OMjs1w90IH0xjjkmdeyitO2cbb//w6nvDoUb5y0zf53Jc/xem7djDamWTD5Ok4+x3SuDaMUpo4CgTupJ2iekmYUnk/hKUBrMtDAx1JjNPEWKSQweeknsnHcczYxATGGO7fvx9TlpxyyimBy8bARTMmiRtUVUVWZjQaDYw0KBeR6JNr/qGuwYGqlMJbQxS16wuoQ8cS5xSRdzSSCOE8eWkD70II8INIj4BgS6HrMVxA9pIkQQiPlqCUYGJkhGYsecOb38g73/kufvuVr+S6D1yHStp8++Zv027B+s1Tw8iDyhQIZ7G2YnJ0DGcLnMvwruDYvp/yje/fzkI/Z+voJlTWpdPp8MCBgyzsP0iVembG2zQnEyLp8Q48AusUFYI/e+ffB7UZ4VlXSuFTj05HUPV4UjhJGjVQcYpc814NlA8KTdXtEuvgGmu9RYsYUY9+rauIooiJqSkKYzl06BCmcuzcuRPrKiQShCCSijhKcc6RZRk6iaG0qDRBnTiO9CdKY0I9mkmGSEmSRFTWolSMMQ7TCyYxwlt8FeCuRqMxRFMGdr1mDbN56HkAxLXx2MAHJJbwwhc8n6989Wba7TatsQnGxicROsIbS7+qczrsqsNrMBpzSO9IYkUSS1qJYjSxNBNNVLtVCucRrhx+P1E9bgqy4bBA8KDVwO01EJoUCuktoBC6/nwPcaRI49rbxYsg8aUOcULQ73eJ4vB/BtprkB97XC0JrUibKUoKRtNxin7B3r17UUqxY8cO+nk+/DlIoYfM+Vjp1eCnk/WQl4ojhDUh20NIvA+NaqwjKh9I0koIIgXdsgy3RCXJalXaIGV6kGtjpcCjqPIKKTVaBqhcSE8kFYmHX7nmRdz4+RuZmpni9jt+yOmP3MlNX/4C3/7WLBc++QKkdThTDU0EjXEIZ/EuwxiHctDPSpSsGxfjMKZkpbtAuzXGoTnDH//FG5heP0nPwfOv+W9c/NQLmJ3rsjJ/mKdecAYXX/A4nDd89lM3oNMGUliEh2D0rFEIEqVJY0HpQXobvBmEw9XP+tLiHEkUIHlCeH2dkQJCKXplQbOZolREmqYURcGhg4exruKU7TsoMXhXoURQI0gR0++V9cYvQJwcYT4sJUxoDr0bpuxCNeT7FBUIHfypTJmtCZobZKetep8EzpECAkI2+D9aEhIha00KvOIVr+Cmr32VJG7w43t/zBnnbuXrt9zE1771RZ560VMYTjUcZCajZ3MmtURag+0vc8et3+PuH93HK17+Upq2Yt8dt5MvLTG2bRqvKnwrwXkDTuCdxODxFvIqwlaCKEoII3YRVI6q9ilCBW6KinB1/k1TRVhh8QRJMELgncLKgrzfJYk13nsSF9WXYJAKlI4py5JmGrK3RBJTlob9+/fjbMn27dsxzoUhvTe1yaImLwu0jILHiTpx3I5PiK9kCGUTQoaS2i4bVsch4BC+QuGpcgfW1R1zrUTxAwQBkriBJEgvl5eXw4L9V950heC0007j3e94N5GMOe/xT2LLli04Y1Eu/BLOIrwh1Z5WohkfSZiaaNAZSWinknYqiBOJiuoDQoWgqjhSxLEgTRVREpM0UiLdJNJNpG4gowQVJwgdoeLAF4giGQ4rDVEi0FqQJBqoiCNPHAlibUm0XJ0ROk+/t4CW9WsqHzb6ms0OAfKfX1wKMlAvSZttPNHQ+XXA2K6sJ7eWwjoQEcv9jFIKjI8f9N6drP//FSea0lRYFxqSEAkvUJFE1LSRrDuLED44Vcra/bceWQ4kt9baIaolhGCpuxT8gDRo4dFS1lwVaABbd57C3/z5u/Bzyxza/VPOPPN0Fmdn+cIXPkee98nyHnmvS2/lGHl/mSzvkRUleVmQZRm9MqeqCry35NkKtjJMjnbo9VeYBcYmx5DC0QT+4R/fyhPPP4+3v+OdvPhXX8Kvv+qVnL7zDGbSKR5z+jk0TJfYe7TwCCVDM6w8Vb+HFJZWBInUxAIktamic1TFCkkkSBQkUhKJMJLUWoNzjKQNFheXQ+AZkkaSDC8r1rvV99CHTKEBl61bBJM5Ix704zpZD0FFKtyFnamJnSLkozkXrCFKKVhaXMHbEld5bNHHe0/aiHGW2mwz/B9xlIZRkNAs9btoEZynNATLeRdu3olwzGxZzwf/4Xrc0gqH9u3m1G27WJnv8vnP3kCV5Zh+j7LXo98vONYvqXwIMFUSWp0G1/zn57HQXeC23Xdxy4F7uW3hAbLY4xuKNJZoAZU3lM6G0YhzZNUKufdQXwwiqWoEyCHr0aNQ9YhKQNFbQMqcRHpSaUki6n3eIZyh210kjSRJkhDFCiFDkxcUoJKk2WCp3ws5ai4oWKMoGk4avDdYb/CUVKbAVgUIR2kCGm84cRb9CYOYrK1YR0RRgu32h/4FAL1eDwi0TOGDoQ0Q5LfGDz08LJ44aiJlRrfbHZoz/cuSUtLpjPHql/0an/3ohzl14wwXXHABjTji/n17yLKMoiioihxtLVoG697IGZJI0taKRDu0FsRS41WwVFZKoQcEWK1RKqr5MeH7WGu9PfSxcHUjhke5gCC9/GWvwHrHkQcOs3/PPRw9tJ+lhQXyso8XabDVrkqkj2jESZizKg0S2s2YwrrhLWLdunVBJucscRyIwtYYyrIMJF/AofHCgwnduqBBb8UiTiDjnZ+nErXyLPzF1aoYgZUSqTXOlSwd66J1DK5b5yX5GlFMhqPAoLYaeNh48jwgKVJZ4MFN5eTENK999av477/5erafdQpaKi588pPxQpD1+nhbYSsz3NDA1qz9Cu0HkvmACGINaRRTyoisX7Fl43l86Qu3ctlznoQBIm/ZsmU9+44c4XX/881smx5hxECUL/Kiy85lq3wky0XB/QcPcCTu8LinXUmz2eTQfXvYv+8+5mePsLCwQN9WOKlruN3XHi8ga68TvCeJG8G/wUqQksnpKfr9Pit5RRIphEyorKMqPdZbIOT3WOPxspapOs1i3x6XenuyHrpSStXp0S64utaXOVP4kANVliwuzKF0GFMGh2pLWZZoFQ/X/2B8r1SE1HYNYiLQBNFBPQlF2kAMfe3rXsNv/sarOP2xp5NEMU+78EkY4SmyXog4KCq8AOcq7n9gmY0tTRQpNm/ZiJaOolyg3++SNhO0TLEqR6DrNG9LGmtQAfErTEleeHQcHGX9WuQHjXOBKqDihF/9lV8B4Oj++9mz+14W5mfpLnXplTkiUnVmmgMBadygsi6QeAneRkopiqpAoxkbmyDrFxSuohFrSuvwKIq8wtWNe7iEgl+DS3Qrixhm0v3s64RoTAab86C705KaFe/wPuRhIGNW8pxgE1YNb4uD0U81zBgJSIiLdOBf5P0a6n7w6zoLWsVYC+eceQ754lFknLB+y1aiWNHv91mYn2N58Rg+z4EQbtbUkCSOpg7kLS0kAoewDu8FWhlmRmKKOvRP1I2JGMLDA/Ob1e9/wJXxZU5qBWee8gi2b9rE5Pr1bNq0ifHRDgbH/nt+yu3/fAvv+Ju/Ycd5j6XI+ywtHCFSElVnKXgPU1NTHDxyFC8EVgpkI6apJ7BZl5VjAUWyTnHgwAIFdQy5WI0LF54hZ+ekC+bDU0VRBJlvvSEopZBW4owNEG0kWOp3oTb4i6KotrwOm/ogqgHC/N0jkd6xVJOVhYofDIlKSVMIUiX4jdf8Otd94Hp+cvePOP8Jj8Oo1ZGnEAZvgyOqGmRDeUMJHDq6zLnbZljp5sTNGJN54skZtjcm8FNb2Ht0GRdeipZQ3HnPXj7wvr/nrX/8R0TW0WoUTHQyDu/9Pkk2R8tazppJOEXHyJVjPP7CX+TMl/wXlALvJbOHDvOdm27mbX/xp+x49Nn0i5zlI4eIogRpg3RaWknaiDGFxekCryVJHOOloNIFSwuLJCpBozl4ZB6hJJWzdTKrQsvA3xnEwUt9cs0/HCWEQGqFNR6tYvBBWaVU7XSqFUVRIJQYxjMMmpPOSDNcpNYcoEKHSITl/nKtuFp9rcEaFFLQVJok1fzGa1/N+z94Lffe/mPOv/DJlNaQxuHS6L1BeIdwniWfc0prI1n3GDJRLBx7gF43XFQnUlDOIr1DUCGERccSISKcseTGsZwbNBanNQqHWNPoSg9VIUhtzOZ1mzh9507WbdrK5s2bQ+yKy9n7433c/s3v8ad//mY2nXtaQC37x9Ai2AWU3hI5S6udUOQBSfXKE8UxqZbkuWBhcYk0ijEi4sjRBZzQtdrP42XI34F6RCaPT+f+WdcJ0ZhAjXQYT5b36LTaQ3WCEAJXW3Jny12kOj59ceC5cXT2cMi9IOi3K8BKR6Qi9L9x4TfG4B3cc889bJhs42XwVCnHRsMDUZVhgeUaV5W4UtAQFYmyyLopGWQOSBluA9oJpjoNjnk488wzcfWtrllnNQSSIkOVhSmr8LBai3eGjtf87ze9Ba/T0MELh/MSKSp2nLaLHbt28vVbb2W5TqXtdDo1RBi4CljF5OQkh+fmA5HRhwwH4T1apbRGFEvHFkLT106IZISTodMP3029YAfSVXECsaJ+jioYg1mq0pLEq5HnQQZc4YWi210GINaBTD0wDwvzdr/m99U4gsHHBlWbodZ/cXih0MCunZt51iXP4N779vCFL9/Mky94AiRJ2Eg9WFuBDf/eOYMUgWxtej1GmiOs9LoUeYVHkDbbyNRysLdIno/URlMBUjdlzvr1I7zgaY/DHLyTLVMtFo526S4tImTw0/HeMqIMK/fdwllnvw6iGOpmaGLzNM96yS/x2RtvYNmE8L/R8Q5ayJBP4j1CKTZv3sy+fftwZYCyq9rZXqiIVnuMlaVllPNE7QZWxSRigBRK1MBRU0T183kSJXy4yjmHFYEjOFATShUC6xSefn+JwYo13gVbAx3RbDapzKqEOFw46/iEJMap4FAm6n1sUJ6AoCQSzj37VO4770IeuP8wX/z8V3j8hY9FEqG1C7YQOLwpwMGd9+1h63iTVqPJ0ZU+M9t3cfqZTX70ra9RFSvgEiJRoxdCUfqKLHfkLqLf7zPRbpL5Ho99/Pnh65AO6RXCebJen3Jpies//hG8VoBCuDqcUiq2n7GT7Y84jY/d8FF6BNqCSxrBSNFLtAj8sW1bNnPv7vuDTw8h5NU5h1YxI52w5r3xRO0miiig9VIc70sViFkn0CDnBGpMwmarOXLkCDPnzuDnlhHSI9eYHWVZFhjNarXTG9TA3tihqfBoEeGtQYgAdTnPgxard/D/sffecbaddb3/+ylrrd2mnSmn5iQhPSRCEAJKExEBC8Z6FZSXoAjivZb7E8u1XJArSr1K0dheAhJARSMdKTFAgCSk956c5LSZOdN2W+Vpvz+etffMSUJsyeW84vm+Xpswc2b2rL33s57nWz7F5IG/ed8HaRLYNTcRvRTqOaHQCi2jmJklIHGkSRRvkzIa+kXdA40SkdqGh8IoJlsJndzy8Ys/yaDIecXPvJLORIeqqgjSjinHIQSEhmE5pCxLpHeUQfDrv/nLAKQhgv1KYwgJ1Iw6fEuTOonWEmE1ic7iIeI9VghOOOEEbr/7Hsoqsn+yVicqk+gU3dR4sYHD09JtpNIYPEhJCB5BTPaElLWnxbHjOvl4iiRJcGWBd3Ek472PHREx0ghJME4gJZF+GKLn0kgMzTkXtXuqima7hRCKIi9ptzug5PjmPqprIiTS13YLIuPbzn8ad96/j8988p+5+B8/yst+4kdi5Rmo/WQAfKyo6q0rS5uIJI14KB/I8z6pUORVyf57D3D6c5/B3Qe6nLJnEoXk7LNPprl6hEG2wsF8H6t3GfLgqapYEWNKhJJkjcB0w/AXr3kWZbKLVSbpqxYhCJwHP5nS9iJaq2ShHgv4KGoFPOHEU3jggQdQMsEYg05bINM4fm1I5HqkojaSJk6EaGzmA1IIfBA1G8IhpcYfQ0DAx1OM1LpNUY0xEELFxFBqScCxuLxcfw6biuAhQLvTZG2tiOvTq8hik5Fmn6kmsh5O6CirByPz1SjZjSCQBs2PfP/3MqwMF198MZ/4+Gf4sR+5AG8NLkQNKekhrnnoWU9josP21gS7Fxa46ktfYbWfE3wS8VsqdmSstwwr6JcZRzZ6zHYEOlPYytNqRKYdQVBUOaasovxEJ+M1P/vTKCFIR0UgHmcsVnmCSGA6JfMO7RKaKkTZeBHJGCEEFmYXuPvue1FCUlUFutEkTVpUwiCDxjOI402ZInQydiQe9e5DGCkmi2OqM35MJSbAmL41MzPD2vrho/wDuv1NB8YQ4veUUgQvWF9fH7NJZNDoJP57nucIEfABKgLv/esP8pu//hsENDt3nEDQKdI5/uerXwZsjlVGoMI0TXFa4wJopZDBIoVGj1SHRUBJUSsV1jTe2g14qhNVJm0QXPQ3H8IFz969u/m+C16Ecf6oxMqNqoDg8caSNWsV1vowaDWiFTi1dHMmqAG+fuwCPBrDeAQ7d+4cP3evGKKnppGJRgZw1Iwf43HSI6RC106ro/YeAWTweBGz8+Px6IdO5HiEt3UsKUSdtNjA6pGV2F6uwc7WWoxxY/XKkVtqCKHGLnmWl5fHHZQHhxSgyopxyuFh547ddOYXmFjdzuT0PGXejQl0ZQjeA/VmCKBkNA2TsRBodtrccedtJEgGRc7KsgWvuP3WfZy851yU9ExNZxQrCddfcwu+KjB5YFAMsDiaTYGqxRNt5SiEodlqkTBkQ7dJmo2aFObJlEA7CGICJaaiRkNQOCFxCHbs2IESEucNg8GA9tQ00gmCSCKFX2kih8OhZBZp98GD1Ahv8SEmKSM9lOPx6IfW0SRRSo1Oonp3lmW4sohYk+A5srSECqPzYNNcdFOrKZ4TI3yKcY6i3wdknWTGBGXr/hpMBVvcj5rNJpMz28g6c8zMzJDnOZUrkdbUOteSEGCpb5nJNNOthJXFwxxcXWSjjJhGHSSDJLIryzJQeBj01mgoRUMpvDVMSEXiPaUiOnYrhUo0VmuCdWTNFkJE6QsgMvGIoyIfLLMKQJIITWk0iY5+UFJJKmc58cQTufKqa7A+xxYFnWlJcCJ2knQ8SwUeSyAT0RzwoSX6sTeuP2YSk7HTpJUURcHExCRZq4ktqxrsILnz3vsIapZEaZSaZL07RArN0tJB/uqv/poXvOD5gObDf/s5brruel7ygy8myTKa6TSnnHoejckETMpEZxbjLP3+kGSyQaYSPvCPn2Bh7r8xkRmK4SBawFsTD/MsgliDMQitkCFg0aQyIsq1VjHTReIJ9EpHe6rNE6anuO76u2KvRQQkmgP3L/Jn73wfw7zPSy74Hk4767RoA55pOmkUcwtpghSBZppG3x0ZyKQg0x6p04jilgpNwOMpnSTTGcYbGGFyYFxRFt0eO0+QCC/ijR5GksS1BswoFxn7NMhooObjiOB4W/uxiSQZUSQrfLBoGcGAQnqEkWhZsnh4Ge/92C6gLEu0Ssddk7GvRp3gOAS93jpUj3C0mgj8hKjtU1nL3OwCp3zPKbRnFmogboH3fQSCgIlWByG2gL0SODmS8vPs3nUCw+4GK+trVGXOxR++kDO/7Ty+/fyTmZxokajA7138SX7kVb/GwSs+TqNYobf4AE5E12tj4kiy3x1QlF0K62gkDt8/wO5de/E1GFyLmBdpDT0r0EpgvUQKiQ9xNKqSuKUVw5w0EUgpsF4RHYV9lPN2Kj5RiGaYIgR8fYjJuiuljysePyYRMXdyXFSOxC+ld7iaCr60fKQ2sIs4w9G4WtQdrkQKzJZxJsD6+jo6xOnfQ4BVUqJ93KFBIIVHSpie284FP3427dl5VHeNfr6KzWtiBQYZIvZio6jIu316i4cZrMNG4ZE+YpRsr8AjceWQtpZ0tKSVeZq6QUJgWoJuBPpWYZVApgItNcNeiUscWWYRStbaXYo0y1A1fb6tmwgd92AZNAMXUKJmMwWN19GuQusU7z1lZetlHVlAeRnHvqK2ehEioBCIUOsjifizwLgAPlbimElMpFY4CUEkHF7usvvEOXbtOp1rr76Vf7nkMq644utU1jM9PY0pPa/62VeTZRkLu3eSpi1WD9/Pm778BqzXTE5sQ2P5wIV/SdZp025P0G5k9DeGNCdatJodNtYXMc4jyg5po8GhlQ3uvecgp+xOMTbHeUNlhuADpsgJOISOvqreR5saIUAnOsqSiOhXItD0iz5tLQjFEJzFuboqFn4MKs0aHf75M5fymc98lmd821N5/vOfi6v6kJV4X3P8tSZRgmZDkBFQMkRqmpZjBoYMUNCk7y26pjkKEeh0OkAElgXjmW9OIETAWk9eGg7aEhkCWTCkojZyw8WFWjOEpNJ4PxwLuh2PRzeyrMmGzAneYG01pvxKlRCERSJYW1lGqYyiNPR6A6zxzM1ui9obIWrqKJ3i7QjIGaisQfjRre03tSCOAjPXB6+E0gY6U5PsOekkds9u44CzEFbrseAQ7xOEGyUz4JWK652I39DNjLbexmmtNhOdQ1x+220kyRNZXV2n0+mgQuCl330+S1degl5dYn3pfgamj3MBKXQEGOAR9Szd+QHBZzS9YW4qI6mp8KOOpBCKCdeiEgEnRI0rgKyRgA/4EA+w+YlpTBlVLgthWREeLx2J65OINiBrmnDEt+maYhqlho4nJo9FGGfHh+Da2lptJ9KiZ3OCkRgv6ff7SES9X1m01rQmOtEfjHjIeuXo9ru4IJDCUgwHECSxnpL44ElFve5NQDug1rnx3jOoLJPtDgvb9zA7P8VG8LjKkGcBFzzBghMO5y0gOP+8p3DVtdfwwJXXYEIErgsvsaEkJdBKFFkaaGUw005I6rFLEHDP9Vdy1jO/k6KqCAGSEGh1EpxU0UpFaaSEhha0M0GaNNA6ioKOgO/4wFC0GbpobeJxKGQUxvQ2vubSsK3VxhmH9RaVavoSKqDhLEmtLup8XPOjkVX9Jn3DLus3I46JKwkhoFWThV27uOqqq/jrD32AK6+6jkYSaa3DwRrdbhcpNaUd4ooCbElpDcv7D5FmmuHGOvgonGaKNawIOG8Zdg15t4fOdKRBVmZTz8BbChP9SWRrmr/91L/w8hefRbuh8dZgymKM2zj6egVBWLwUeBkzWCUVwXush8JJEAkbg/XoxeADQoqjXm/sEGlE0Fx9xc1ce9UNzM2mvOLlP0krcwiitkkjhUR7mkmgoTIauqbJ1d5C3kPfNcgH8WaMbsSMK4y4cD3XXHkFQOyAhICqwVK9teVxG08FS6PRwNe6GjBKpI7P2x+LSHSTZpphinx8EEopUbXIV6vVYWXjcAQuo1hdXR2vxUbSYLEWxkuy5lFr1BgDwmItfPITn8QHzd9e9EHe/a63MbswT6U3P0/vo/neCJiddTo02pO4QQ+XJAS32WIONiY0kkCWROdeW99PiVRUMmrnLEx0aKUd8nQPXoDAs3HlpYilO9k4+ADDomB/IRjoKYIRnPqCl3HfP/0hCx1JI1N0Jqax1jKVtZikR2tyvtaB8IQa/zRUKcs9xShZEkLQ6XTwLurDuEHBNVd+HdisrGNbGwb9LvTXx9c9sm+IBppRdfd4PPox6pKMVLo31ns0GxMYPwAvagXXhGE/H4ueKREQzQaz2+bHzxFk7KzkeT7GJhpn8cHiq8CnP34xB5a6XPKJz/OuC/+QmT27jxrrWAHSlLQn2yA1reYkw2wNmSmy0KBULvaiXYJOd/Chv3kvz37TOZx55um02prVwyvse2A/t912B0qlaBVoJQltGWhljk5jEw8m8ZQbFffddBuXfOnLPOeFL+Qp530LZniQYCUyS0iVpJEoEhVoakmaRQXkTEYcjRCxq9eSTQ6uAErhbcR9tdtthNJ0Wh1C33DrzTfXRpS14aV3KCnIh2uUwxG82JEkKp4V3m+q6x5DcUwkJiD54R99NbmNmgghOPJ+n9xH/wNhhtgyMlfyvFd7wOQAFIMKUyiMKWvjMctojw7BEWdoBlvbvVSDFZLGFEJlKNcnDFbJmSa0d3DEJ3zt2jt49pNPpKqK2EEI8RqkVnirEMGhdCAVCWk6evsEts5i132Trm5TFSX7D23QHxoi7XkTuxHYxBWMkwI0i0sVb3nLewk+Z6KT8aIXvYgLvud5ONelKYoofa/iQpK1cZl1AXSDxUHsxAShwAXa7WhcplQcyUxORptxEdyYyQSerVjsgCJppAgXxajSrDz8E3IAACAASURBVP4bXnJgafkxXQH/FUNriZc2ykJLTWdympWVFXSt+Os8DHvRfgEYO+6OLOONieqrne2zFOtLCK+RQeL7Fc4FvuXcZ7BzxyzaVDhb8Jof/yFW1h3P+97vAeKdISUURUGjOYFBoLIGWZYwSBK01TgVE1WJxCtPI9nG3130CS54+vkkSUahCpJsgqHrI4JBBIO2fR64+y5uuHmFE2Ynuezjn6Z34H4W77qPXlHQD4Jzn/lsTt97Mp/5+Pt58cnwwZYg0eCqkmEVSJstZFVy97VX89zv/35c8KShZh4JjVIpS10Hqu6QENl0Sgu0TQloGo2MrCFr1VgBbtMCQtb3IIBQAq2bBBnQQpNJSZCK+xcX/98visdxjBhjUkKaahy2FkgbKVkntFopZTWov5ZYBGmjydTCDkRVUJU5uKiyaoKhqZt4JykKi/CSp57zNHZsn0E7R1UVvPalP8bh5SHPffGLaquQgAyCblnSmpyiCg6pFWmzQaZbBFUhdYojIUunee9ffJif/vH/htKOqU4baUq0MEx3MnbOTrHW75IKSSJLlBS1GKBAJGCcwHrNwZVFJk/YxcK2WS798rV8/FNfIQkD/vsv/iw7mxM0EotWgWYzIZUhKhpLT0MlCNEgEMkYmW6w/0gBIqq7OqAz0ajVcCNwvtXMIuyg9pNTQo2tTUSIYHMXFGnaBCBJ4r0RBUglB5ePjTV/jCQmcXPM8y65r8atZx/qNpY1hBC1SiLgb3NTcc6M2S2j2ATIxrHG1rDWIk0+/rC8d1hXIZDM7d7BYv9u7rt3P9tmYhUq8JFjH3lcsf2MJIgQzcMQtRFSoPSKJdemSNscXN7HgaUupZX8W8Z33tuxbbZQLbolfOgfP8M/XPw5Egak0vGR972RJIteOSOejJCSRtYgtuIiNsR7N8YkjELK2lHSxza3IoAIhLBZaQsRamZQfP/LKo8L+bjT6mMSSik2BXwtSos6CUnGVX5V1Y7DKhqEqdobQ8lkDHodUesjM82xeqSPzibQ7SlkNsX9B29HOsdBShoq4yMfvJjf/f3fGsuuV7akOdFGqowgIgVTqpHEe4Ag6a4b0kabi97/Ac4+92kMShMBiTIhuC5iMEBIRZCBRAXuvvceghkgk23cbadg77fzA699HX/3f36Xc7e3CEfu56rbv86OZouvffwi9sxvpxpuMMRjSkOiDI00wxcDbvjSl3n6C75zjL91HhppAyHysQU8QHuigw9i3JyOukiWKBAXb8MxLsHbSIcP0RS0siVBeEyQ5PW44Hg8+tFsNmOXrYp7ewiBRqMdiyUH1kAx6MbOYZIigqSRtYBo4GdsLMy8iW7quu7+ra/0kMkEIuswNBlHDt2L1rC8aklExj/87cW86Y/+EFkn+c54Gu0kkhq0JoTYPStJaKaaK665hRtv/CxCJdxx7xLPfdoelLdkWUJZ5igJ89tm40hHBFKV0Mg8WUvjhSWps/7+0FA5z0SrzczcAnfecgCPoGSSd/zxh7FFn727tvEHb/x50mBoaEGWClKhqOFSeA/eK1SaIWV1FDC72YxsJFPLCIze01HxOVJDj+9vfO1SacoygoVNqREqIMJRogLf9DhGrsQz6K3gyh62KrBmiDVDnCnj197hggU8Lrgticdm5wHvInthnBVGJdjgbKQNh/gzITisGZJQ40KEB1Nhq4Kh11SdPdx0MGf9SB9feYSNJmlxBihJtUTrFKkbkQ8uBVZIPJpCSFbkPKo9xf1HDPuX82+Iz/AiPtwI2TECL7qYfFXO4gVYEaj0BEM5ywUvfQNveNtfkk1Mo7VG69hGbKbZlncyzmalSKO4Wj02Gi/SEKmioxiJqYlATWHe/DcXBC6oLUq1x+PRjMnpmZj0yoCxHh8iw0ag8MKg0qymL0aBqSStK7ssI21sJuAjkLNQkm2TM1x3wx20JrajG01Wul2M0Ig0pbKQG0/hcn7yZa8GG1dCZTSmiusvVSlSq7H/DiLlL/7yA9x44/1cesmVSDlBr8z4oz96JwMTJa6dsfTyHlU1xPSHKC2Y0Iq8XKGsPN/6zG/nmS96NicubGO+naCKAWtrG9ze28VN/TluONTk3rWMXpXQaE3QajTBRP2dVqPJ2uHD3HXddWg9khWQYzFGURtVKqVIog9xLD7E0aBgiAC/0R6xmbRHSnyo94tRxPvkeDzaobUeMy8hrt2JqSmsr5V4SVAqQ5HiazmEETo/IGvdKUEj1dH+Q6VMtSa58dqb2TY1R9qaYJAPMUJjvWBoJT1jsULw6p//NSDuZ9ZmSJVhAyiVMDe7iw++/2IufPdf8853/w1XXn0NOm2QV0Nu7wbe9o53sm/xfowxVPkQ4QPtTsJkp8FEU9FIodVIUQKkTghaI0VK5RMKF2EBhw5s1N38qFcShEQ3Jjm4WvHK17yFC//yozRa09FjrREQwtXJl0ansViR9YhmxOCTSTQ2NIColaFxkfYc37fN/XyUuMR9I/5+EG7Lnn/sYAmPmVLYVQUew8PlSuMEhEeYhW3x29kMfxRzQYiaVeA9oao2wYB+iMYxs2sPa6urLHcP01/Zz/lP3MVMFhAhYpcDiliceoKotR2kJFSeSgSW9HbW051Uhw9w+52LWDc6ZByEo6+9bl5suXwBweNG36s3ywqP9h4pHUY3+czVh/nsd/13XnD+6bz7bb/GYOPIpkxznZQkSYaQG6yvHsD6ZPwePjiEqMdJNfXTC3DWIagNEAUIITm2pHcePzE9PYkjvs/OuvFhG03OAtlUivAGQUC7WAW12y10kqEbzU3KZN0FyBLFvftWsQbAk+gmiQ6sLy9DmmK9QCmPdRWXfP5zPOc7vhfVmaI9v5tGR/Pi73shqRR0mhPsOP3JLB7a4I1v/H22bTuJ+/cfptHKWPceVQUeuOVWLtjoopOIWxKpZthfiwmUgIWsiyp6kCj27V/iRc/YifOB3sROrrzqcvYPU17ycz+FGXR56Y/+AK//jd+mXLwRW3aZ66SoVGOMwYeKRqrZd8utzJ20h9n53cgQUOPNNG6+QUjyYp2N1QMYHxP10fxcBuL+UP+KFHI8HiNEQHjcxMXxTsljHFmW1dokm/vR9PT0eG9WaXQMrr1N4yFfY37SNMV4R6o0ztQ2CcFz6OAylWkwMAOEUrTbbdbXlmlOtllb7ZGlAlcZPnPxx/i2a6/nxJNPgyRj7949fOmKr3H9KadyyWf+hRNP2EtVenSaMDSG0B9gbGCDBofuWuGnpeKINai0CWUPYw2dpsK5lE4iaCVxtBST2jg2NBIa06dy/+E17lk6DOkkEZA+QkdJhNA4rfniDYe57Kd+l/lJuOiv3krWDFTDHrHcdPi6iJUiASFIkwQVDMuH76UsJGmzg3ACL33skIeAGHVObO1OLqJAmyMg/ehMclFg7RhiXx4ziQmuAiEZ8aqPyt5q0JqCSIX5Bo2eePjGnm29XUUlv7CZnIw1i2tAqiRucr3+KtWgz7apSQ5O7+Wmm+/h5vuuoqMcP/jC5zE3HbCDjeiCSoEQiiAlxnuCcDjRYLVcYLFf4LolhfcIGT0h/i2kFi9A1pLiTnLUa/QeHI7azwmvJrj0ukWe/OyXcfln/ixiDXxs5QWf8tUrvs6znvl0/uSP34HOtvGqn3nF5msOgiBGfitNUJJgHdZ4SmvwLi5aEeKNEKTHq+OJyWMRAYcQdWcvhDjKCYFEaYRXLCws4Axo0SDJHIlIKKs4jknQoGLl5UyFDopWc5p/+uj78d5SFEOmJzscOXKEVCc0Gi3ypIcnKqI2kgYoydzCHDt2z3PfgQO4ytFKMtaN4NWv/SVMFZAhJ5BSmIKyzDGF5Yg1iMldfP5fLuVbz3siKs3ItCI3I2sJhXcbrCzfxeLq+TztqTspSkhTwbN++OVMnHoer3zSGdxw3Y38zMt/gD/5s78nmZ5hvb+HTriXtX6fuZmMlhD0+yXGG0SAj3/s67zv0++ik0pe80u/yN6TTqWfG0RIueKrl/PcZz6Dt7/lzTQn5vnZV/8cOB+ZcIhaMC7QmWjUncPouu1d1M4QbtRZ8TU4/tipHh9PEYuogAmaVCuCkEw0M6QLVM4xuzCN8BobSpQQVFYyNzFHe2IS7fOawBVwEqZSTXN6jn/42LuQXpL3B1H/6shBBAp8g/PPP4N+b50j633mpuc4cOBuhsOC/mCdm6+ZJMjApXfeQvAJVQjoNMGUBd5YyCKWC53AzG7+4aOf5rxzTqKVabpOgTLRxd0ahPDIRONlbIX7kCAEHGaG0FJcdfOdqKRDqJMSqAtTsYk/9MHjRcqhQeD5P/47KDPklF0TXPiW32FyWlPm63GNCocj4ZJLvsB3P+/5vPWtbybRHX75V38dhECIKJQZkzhJswbHj6YLxgm8iwVo8AKEwIS45x8rcewkJoB0rq7Ua3GdhxN/2eLhAls6AeOOQNjsTtSy2PHDF5s/N6qYPLW7JVBF1dWskbCwdzfl/t3kwyN0neT9H/1iLKhsn6qqmG410amKB7mxBN9gGDqc98JTOeWkU7jmnptRtS4VWzoVIYTNa/rG78JDvuPr53EAIeISqgC53sNzvv/VfOoTF9UCXbHN1x306/fFjeeNWmu0VPG6ZMA5Ry8vwMfKNC54RQgaJTapyG4rcPd4PKoRTcfi3BjvOHxgMRrJIaisZX5+OydsP5NLPnU9iVT89v/3x6hURqpwMhx75YgAT33G02hPzTE1O0+3KMGa6MWjomKm8AGtNbYqYgLkHMuLB/iHv7+IIxs9vnb5tbzzTW/lT4VCJ01MadBCRsOwUIHzDIqKUggWtk2zfccLue26izlx5zYmt82jkxRrKxAWpQPtJOXk6TaXXnIlT3v60/j6LTezunQALWPV/PWrr2W200F4eO1rfhRbwq/86v9iuv0EunffRD4MJO0WjQlBZgoG3R4lDUI2Sx/F295zEd5Bv7fBn//pe9jordeS3AKCjmwb5UnTOOaSQuM9rOclrqrXu98UbwRIlcQ5j2d08x6PRzuklHgV8RyHFg8zOVEROAEpNC4U7N61k+n2br70tZtQPvD2N1yIzJq0OuD9Bj7PsT4ghOJbn/F0OtMzbJ+bxJbrSCnpbqySJE0mpraxc+fJ7Lv/jppyP0Ujm2Q47JOXJaYs6fU2mOjMUFUVpSvIiwqHYJj3sS7QcB101qAnGsyc/nS+csXFzExNMD/TifepiyO/JFWkeJJMxzVVC7T11SS32e1koUtu647ElqbECF/24Mo1+PgMQbe5Y9HyHa98PcrmWDPg7W9/e5TlR1DkcR9HRMa90oJmpuopgUJIhw+K0gSKotwc2QSJl4YEhVICHyzBfeOC/5sRx0xiEmp0Wqi7HA/5tzpGmIitX8PWz/toEE+IaemWfWa06Rz9IWjbJc9znjB/Ghv3HsS2Olgn8EqRSY8TEtIOKoUeEKxEhAZeegSKcvZ01Mwe+nmXXm/jP7WtqfrlH43t2KISS1z8Ihh6dorf+O238mOv+IWxSqKrEzyCRogEQYKuaZGTk5NsbKyhU03RH8Y55kiBVMT5vc9ztu9sI3wU7PJOc+DQsYHWfjzF+voqU1MTlGVJURT0+/1xZRPqMU0xrPjg3/8ZZ561C+9iVisEBBsQtdHcqFH4K//zD5DW0EkTTJlz7313c/JpZ1C4kuXFA8zPzrK4PESgKKxgz8KJfNd3viRiNJJmxDt5i7NFVL8MdtxVQHharSYb/SGTrSZTkzN8rT/J2WslZ84oMpGRowiugReKRCacOdsk6Uxw8slNrr9slZXlFeYXpuh2S9ZWVsmncj76z5fxQy9+Fiu5ZefOnUyEQNWZIGdIah1aaoJKcULScENKE11m8XHNtjptfvGXX4dSih+84CWEMrLylExQKkFJxezUJGvdDZTSDAdDVNrYPBSoFb5NzsxUsx69epR37Dv8zVgVj+9YX18nUrgFRdEj+N4YAxeCYGqijXOBiy76c846fTfWOrAqrvkQxSaFECSJoBLwql/4dQZ9gw0WO7QsLa1xzuknc2T/AYq5isp6XAjkRZd2MY2iQVn2xziXytQS90FQmIJAdNB2rmJ17TDTE3twahImZ5AnPo33fuRjzM5Mc+bZuzl1xx7SpCQRFWmiUKkErVBC4HzC56/az7Ne9J383XveRooYi5k9cowcxDcxZMJBUG2UnOBXX/c7/NxrX8lJJ582Vn4eyQlEJk4ECk9ObKM/WEPrhGF/MKZpC+GJ3iYpruwxP9vG+UaEK4TAAyuP3Wf/74ljJjHZGptgtRgRKMS45Q1hyzxMjdVKIWahYeQUSuwabH3O+i8gvK39P2IIX9Fd3+DQ0mIciWRZBBsF8CNdg5quiLAIohiTE9BTM5x4+jnM79qJlpKrTB61v0ciVH5L1+RfyVi2vtZvFEKIcTcJlfLFa+7hOd93hNn5OQjRGydmzVs8hhKDF9BuTbNtYQ8HDhyopYsTvHA474iGzlGmvjI1vqR2HD4ej35sbGygdVRxbbVascMRZE0DT5C1gdlEu0VpSlKVjXElYov7rUzAG7jysi9CltGZ6nDHHXdgnKfobrD/wCEaaROZNrChyamnnYE1nmGeU3oLxiC8jeNJL3DJaHzooyS9AGsLrC3IZJN0116uufo6krlzuOiTn0eLqynLAVnQSOEgaIK0HFq+kNOf90Oc9ZTzeMqzn8MFuxv0isA/ffAjtJsZN19/DT/18p9gcWWDbfNTPPVbnsht//hFpEhopFM4XyJEgZApstlE9UqENVQhRYn6vnZEnJcP/MIv/jpvfMP/ptFW9IY5NnhU5lFZm4mZ7SwdOlzj1cCFOHvXQtZ4LkEIMTmT0hNU45u1LB7XMTaclAERLGVZ4nxJZQoMCalWlEPDXGeKcqMka2X1HuyRKqq3KqXBg6LkphuuopQJU9PzdLvrnHTiqfR7A5wdcP8D9zGZOry1OCdYWz1McHkUIwwBKWLhKomy8iHvYZzDaYm3kDjPMO/S0ZF9dqgLMpug5zRX3XiAq248gKglLWxlSGodK5dmDMI2zvjen2KYbmM47JOkmnjcbhqiihqW8GD4X2yQ1wDhIEEIQoj3p1At/vzCD2Fsn5NPeUJ8DiEQJJTG0e2WICy6YWlPzXLw4EESWZushUidR7gxpjDIVuyQj8/RYyOOyRPHbk0G6vjXcDkjgGwIAeHDI77JW2W8pYsz/kR4Fg8dwhQlT37iaezZs6dG8T/MWxRk/SFH6nA6u4eFE/eSTUxxaHGZMCjrn9N112KzXTxi4zwS0+Vfe61Hg3wlgga/94Y3IXSC8RKpUwJy3AGRUo8dgzcGFb0S9pxwMkJqPAHjXayWncM5h0Gxf6nHwSMDDiz3OLS08cgXdDz+w6G1hiDH1F/rqsgswyC0wJSCmakJUpXhfVQk9d7Xfh4xgoVed0jpBnSLNTqTExhT8qQnns7GWux0Tc9vJ23PccqZT8GQsLK2Slnl44PBlJbSOKz1mKIkuLKeSVusrQg4rCnR3mAGllPOeRIbjel4L8kQPT+aKaHRJDQzZJrxqWuv57rLPsvtV93MDddfy823HqR/uOAlL7mAA4cP0fAFf/L2d/DBD/wTpoJnn/MEbDB08w2StE3QGt1so5SimTVJMOzsxITBhdhKh5j4jyru3/qt36KqCpCKICNepDSW0lQs7NzBSA15VDE7F7VgXNDsX+yxuNzn8PKQpaX+/+ul8LgPIQTGOBKpSJUmVSneCzbWY9fEmgh6HfZyJre1aDQyvPEUzmMqR5FX2Cp2QKy3lHlFaRzDQcH83HayrMmh/ffglcALy6B/KI6pnUcFhy0LkJHhNmYp1mKSVVVQVgOqIo80+BDXSJWvce+VX6C/dgA3vYdCZJHNKePDiygPr5MmVjcgbeBUSqnavODbn8gDd91NMxFjH6uHxkO/F0Iglr5REn/E4Al10eqVQDcmuevOfTRbnboI9igtsLVdRFGVFNaxffceCmfG59XYBy4IhGzywME19i9u8MDiKodXe4/p5//viWMuMdlKV/330FSDiEyZb/Q7o4U4ev7N/18nGAGK3oD5+Xn2HRlyqJsjGlOP+DeFEBRe0VnYG11enWdleRHlh//2C/9PxjgZE4oPf+gj7D3xFCYnF1BJh5nZHQ+53lC3RPM8Z2Zu/qj3e8Tu0VqPkydT05aPx2MTY6+Qmv4HUYlV+GhuZq2nNVEzRYzDDwyu7wldcH0PeSBUnmJQ0JqcotOe5utfu4wzzz2Xa6+/kY3BEEHGtm3bSLMOufX0uz2GeZ887+GrEltVER/iPLb2lAEwZY4zlqoqoiOq87i8R7CS5vQ02cTcZru5Tr5Ha8wrgZcZl175Ff7o9a9j486bGdx+DV/82HvJyNkx0WBhJqO87Ss0D13Ne//3r/GH/+t/kOc5NkBzcjKanYVovieUot3IOOvUPQCbLLKaqTBao0Jl/OIvvJYsU0fLCRA1jObn5496/70gepUkCVLVe4j3FL58rD/6/3IRQqDX2yDLMianIrA0TVNW1zfGiXmSpVjrabaivDxBUgxhMBDkpaY/DPR7FaaQ3HLH3TTbHU4/7RyWDi8BkA82OHzogYgr8oaiHBIBzZtJqNzStRiZZyZK48oBzpTx52VA1tgP11vl3Kc+hWRhN0G3jnpNkQQRZSOEFgid0BPbOel7Xs51d+2no4qxBP/WovSRHkFumreO9uuj30gZKdONFq9+1S9wwgknjA0OpQ8omWFqzRJr44jUC7n5QG7erzKMDUIrZzlW4hhJTCQ2+NgpkR4tIFhXC8vExSHDJlhoZOYkvCB4RfAKESQiyBqw6epW2CbKOLrmShAeH6I3jJSS4DwuePAWuqvccMsd9FeX6LTaiKRVK8nasdtwzLZjq1t4QSEbpFMtgh1yx43Xc2TfXVhRX1t9DRG8KqNgVW1ff9RjS4yy4m8UW3UZxkJ0CAgJl116BUnaRCeS7SecxM1376OXL/FPn/o0f/THb2Vux3b6eRcVytiVsVE5QMlkzI2XUlIWMcM2lcO4wNBajpml8jiKe+95gCSNHYBURZVdHwQbGxs4EWnepanVShV84fNf5uZb9pGmGp0KVENCGpBNidIB0+9z530J5z7zZzjSm6S17Ww6rVNpTy0gVUZVWAa9dZZXDiCCxZcmsq+8xdsC6wqCKSAYnDMYU2JctdnBUzGJv+aKf6G7skaeJPRsdE0LtdHmSEcnOLBB0ZXT7Jt5Mpdfexsf/vN3cPvVV3L15Vfg1peYCo4J6Vg/eA8b99+Mtnlch0ESlCZoRWUCpfegM1qNlLP3zBCI1EeFQDgx3hjG94b2tDLBM556Hq1Gk0F3GLsjPlbG0Zk8Ji6JjKPKwuRUwVH5itJHobXj8ejHcDiM+zcOESSVLfHU0gv1xudcGnEVwfOxT32OW267lUZb0W5JJjoZzU5GsyNZ2LGT0844l5WVZdb6PZwVOJ+zsXIYJTM0grIcMMZt1PgUZAowFiFzLupkWVsx6mCM/leIAKaHFYHdC1OcePppSGGxIy0tEfWDRnt2aT1OtWjT54wTd3D95V9CjPVE/HjdwmZxvJlAM348GFfpgsAGP9a8oi7Cm40273znu7nx9mv50z99D0998rkkGmyR463FWxudwkOofYIsTZ2ig6C0DougdFAFh/XHzijnmMGYxK5FiJzu2iJS+AiFFbUgjarn3VtDYqNk7yYi5UH/3RqbhmZegHR+vKA8EkHF2uElzjr7HO7atw+RZmO9kZhkHP3HgwDUBDunMuabgUpPcmBxGYnAH6XWtIX6+3BJR5BjZPYjjXGOSkoAarfMkYaJxXD7HbdSlRbQ7N+/nx0L53HLHbeAWeUtb3oHi0sHGG70uPDCCzFVGN+Yo8oyqLgkRt0kz0is6jh98tEOay2tRpMs61AVQ4Sp6jarx9q4kRa5Bxk3q2c961kgBaa0URkTSUjAB8Pc/Czr/YznvOgCer0jbBSCjUHFxETCTNYiaU5x91034fyAquiSZk1cKPG+IngFiUL5gNCKaG4XWSsqSQjO453HuujFZIqSfjNl9xPOYq2S0KqN1cbrMxCCQHlLLlKGvS6zT38mxfwcG3d+hbu//EmaWjG3MMeqLaDbpT9YR9WAvzgekijdwhQGfEUgILWjowIqJJEGPDKbtAovt65PSWU9Bw7v5/Wvfz1lv8cXv/o1rr3uJsoitvGttSgVmXVRFVNGJeTjbJzHNEa4Ca09UiUU+ZBERd0ZHYDgyHMz/tnnPe+5FMbijEcmCq3i5AJgbVBw3wOH6G6sUJkCrzSZ1PhgxrRkZx0uLiyEq5BZA+fiOTLqlggRECJaPEgVNU8kHuM9ShoS5zi0YThtzxwHj5xK955rAGpLkYCvBRBFkPjQ4YRnPIszzzqVtdUN9t9+CzMdPT63xqv0EXOAhxnvCI6GFYSYDDkhueJrl/OiFz4fIQQ7d0/z8lf8Huura1z99Sv40uXXYVxc7xDvrYEdbnZMIqKlxrkcO3v8MVIW+LEvjQ0WhziqRTvKLA01KM9tmszFiPof46+dj2f2lkfEnojxYywFLqISpAqeRugzmcSN/4S9p0NzDidBCw1smfERDfCckGTz8yzMzzAz0aAaDtjYOLh5bcLXVOXNig4Yf39MExM+AgZr8GHw4ijMzMN1Vkbfi+3s+N6lUvCbr/tVJibb5GVBv99loplx+y1fZ2bbTo6sLGGGBUli+Pmf+wnOOX0nwlWIWoZc63QTnFYvjREg8ng8uhHZU6GutmJXLXiB1CnWVXjhMNYzLOwYL9dqaFpKoVONSCU2cQhh8SgK4NSnvYhh9wB5bxlV9JhMNeR9rLUcuu8eyvIInUaGErEVLOp15oUluBKPiwA7H7BVjvc2elCFChHiHelDRb5/mQOH+txy4H7S2fn6nnRHjU4q76i8wOhJXG+Rv//Cpdx62x187ivX8O73f5Bmp0mj1eGkM05nds+JNNotCe7IggAAIABJREFUQhBoqSIuQAq8TEBJjA1UPuBlkyB6PGF7o96UHV56nHBHJewj7MjB+5fRWtDtrvOtZ5/KK374BcjhIuA3W9+1OJ2UUTVWyodpnR+PRy1kktLPh8zOziATTSKy2EPwAa8kpa8oij5ext18ZlvK7FyLrBnQyagYhPe876O88md/haWle8gHG5i8y2BjCSdM7GiYIdbGbrKESONVMgJfqZmPPuBru5Oo8eRrP51NYKr3oOp788Y772DbnvOwPpbBwnq8jc+h6u7+QDgGRY+WMOy75y4mMj3u5ostOI9HWmNbx6KjQvUoDKXYNNZEeIRs8lu/+2aWjiyze/dprBeSbj7g7NNP4TUvfQkMVxHejRP5ODKS43v1EYVLv0lxjCQmMUaMlCBGScY3zuBGLS/n3CZQtpbi3QqclZLNBGfLY/S9oxeJZ2nxAHmes//QQWRtQ+/qed1Iun0s4e4FU1MzTLQmME5wz333jkVqQj2+eUhCsSXG46lQy8GFB3VZtvz+w84aN58J4TXCpYTK00oTyv6QoijqA8PinOHGG6/H2BJrPATHc579ZHbML2wuUH/sZMyP94gKryl5nqN1BEjrRKJUilAKKSpctcHGkeXNrp4JhMpircFVDmEUH/jbG9l76o9w8nkv46abvs4dt17NvvvuwNoePhR47znriU+iKvqYIscWPZxzpGn6IP2E2CFTSlG6wWY1GYjYEheTkoABn3POyXvZe8aZnHDmE2ufjdgmNi6O/+peGyeefi7nnnoaZ+zZyY2XX4KRgiJkvOmt78R5UDIjaWUEJPPbFwhEgb/oARLxKpXzeCQOgdCKXTvmxu/h6B4RqIeORYPjr/78L+K+YKMX1Wtf8UPY3MTOjNm0gxibaQodwY3H4zGJNGnQ7/dZWIj7DgruvvOu+hAuSGzJeg3C1FIy7HmGXUc+CPQHBg9c9KEv8Zcf+DAD08dWZXyUBcaWeFPjQlz8jLVM6k6DHHfjxuMQ4v4bLQoUIQiMNzhj6g5IdFdXoofPlznnW5/FYm4obey6bX0eR8BLgZMT7G0MuefOfTQGh9GJBOwYA/lohPUG6zel5L0ArRpc/HcfYXKqyaF99+CHJZX1VFXBa37yhzBlhRVRIykc1S3aTMCOpXTg2LmSOsbdhXpvCOMxymZVtHWkEpmsI+2S+NgKgvVj2d2RT8xm8rMVgxJCQOMp19YZ9DZIFehmBBGNENWx5beZHBQqhdY2vnjDXXzhyjsY7L+7rl0fCiJywj1kjPNwjYggOApnIkZ+Pv5hxOYA6SXSy6jQKhxSwp9d9FmS+VM551tO5shKl431AiklD+zbT2EDRWUIaJypeOkPPg9XFARr8KaiqoGQo/db2M2/fTwezYho/htvvpVhYWg020iV4F1kjcylkls/9QFsFfV9pIudOiskyie8+2++yhOf/Wp+581vJslSMkHdNQQto8cSwmPw9DbWqIqSBEmZD1AETDDj6whBgGyQJAl4R7CO4Aw+WKyrMD62tqWzKKHQYcjes05j946TMI2ddXIfN8oIrYvXUZDiE8XS0hLl6jKamBw4Kan0BO9413soraFf5uhmhmxmiKbGkyGSFkpmiBBfV7Cxg+RCi7sfOEIqA1LoozqYRwsvxi+uv/56hAxY76hEwAwLfvrHXowzOT5UGFNS2pK8yjHBYpyNlHl37KhgPp5CajU+FNM0RUuoTEGqE2YTz/Wffh/epmMdj2BKhKsIScIFr/gffPt3/zDveu97oldO1YdqgHAlMjhk7QIoidVnHLPEEcZm4ReZWl7FjoQXETKAG4lHWRDVlk6FI5PgrcO6goODMqrCwvgsGJEnrEvZdtKZPOnss5mcTvnSJZ+v74TNjsnIo2ZrbC2MH7EYr9f5mOW5JREXQnDzDbehgmVtdT+FidgSgNKUvPJl34d3JcJ6rPVU1jAsDdYD3mOPsTV/jGBMtnYG1FECa7EqCuPkohamH3+Y3gu82JT53YyYnMhQY1X+DUWQCJ6kGLJ0732ceM6T2LexhNAJ3llEfQ3x79YgLQQhaRCCRJY55foRqJ2H/7Ox+UrraxOCh2uYRNBYOCrDXFo6zJ49u7j8C4LJpGJqooO3jkCBThzGK6zxeNlkMDjIdz33fA5udJlsdwCFC5vgrNFN9OnPfuo//ZqOx9YYVSwxnVY6RakEkQSwOUIGGg1LShblcOoZs5Iek8L/vejvOXFXk1tuupNWe24MqBtRfGWI2gR7du5gsPoAw3wdgaOs8qj0aDfpskJmpLKBUgll1QNh44ZtLCrROOe33G+Whi/YWNrgzrsOsfe0c7nrMoPUD/aYkXhS1vsl09umueOrH60BVPHntEy4/+CQQyvrZD6yk9bW1ui0JwnJJNNTc9iNVfpeYXzAGUteOA6v5xxZ3cAn0cRNeB1fz4P++kjbSMkGv/9//oBf+qVfAmnxMiVTPb7taefS7xW0prZhfLR0CH7TK0eIwBcu+dxj9eH/l40kySi9HQt+eeMJWiB1tMZoptT09Ij6Q0karYwznvpspndso6wKhhvryCAxwyMPOtRH6z8a8zlnoiv8ls3xoV1hj633uxFWz3tZazfVbjamz22f/xz0A70QMC4hDQI1PlRqPJ5MOOEJJzG7fRfdO28jpXa9l6Mk4j/eMXm4bnkIgeBlzarxSOXZd+893HbPIuc/ZQopBUMXZd0SP+D8J53NendIe3oS6RMEsXBxHoQMOBv46tcu+w9f46MZx0hiEiMIOZJJe+i/hXrm5keAnc0PWR71mcUKf/QtRxjjPLZmqmLLQtkUbRMEkccNWyUE2UHrCbxbe9B1xoVoRYqQDleWhP4SvuwhxUP1/WRgCzg3djmOAuvVGJOjXhM14IlaAEoAXj4EHSuCQ9SvM6Z0gk6jZPHQAVzVZ2nZ0GklVGbAnhMWSJIGxbAbf1c0UErxpHPOonXgIGeceQ7GM8aUOG/ASmywxxOTxyAiK8AShKil6XsEF4F7QTl8CFF0TTrwCu9ANSQ/8+rfoSxL1haXqYY9mhPb8F4gXYibPJrgLB7Hrt0L3Pq167BVH52mEdcSArYqkAoCijRr0mi1GBYDXOWRtRCUELLe3GvsSABJQMiSa+/bz969JzO5OhnvK++iLnYdHo8hoaMlg5UHKKsBrURDPQb1CEKmeePbL+T3X/cqfKJImi3wMRnyIR5eSEGwjqLvub8/5Nb716mA4AICFYXWpByPOsedVifwMu4nQtdiaU5hZTywvuNZz+bmm27nCWedE8edyOjoPSqcvT2emDwGYW3AW4cL0Yer0+lgbJ/Ke1Ipa4yPIlSx8500Ms5/7gtB9VlerJic6uCqEuttBJtisLljYjIjSwTLh+8dd2JsldNot9m7aze7tu9g3913cf/SBkE1cSIefVFRlpoNBomP4ptKBbx3CCROesreOt1EEGyBtRUiaP7/9t47zLLrLPP9rbV2OKfqVOrq3JK6W61WjrZkycLGYJLnEm0z9oWBGfKACUOYAIMZg8dguAzPPNwHZgbPAJcw4wvMBS7g6zggK1gOkmxZaoVWq1tqdahcdeJOK9w/1t7nnArdatmSqcecV0+pn6o6+5xde6+19re+733fb6DE8DLctHAsppY//OhDXKOXUfiSpnECJfz5VhvMTc1lN3Ck+o7m/Q3B4Nmg1IUbTb7/T/6Ub3nbWxFWkOucitiapQVvuOs1HDv+LEeOXoXRnqyjhS6l2gZt41Fgsh5VgFClkirzMlG2limzKc5h2JBuKm+iHLrZG11eq3RKXzFQ/XhDgAOS0GrOnj3LWrSTmqoR1CbIs9V+ScUPZJ/TcfE4ThtU2qWYO4Hs1xyrTMNQgCUGiiCQyC2CZ+e8JsAJ/3pnFQbrnfkc2PL3PhXq/149NGCt9AzryAk+9uH/BwpLqz3H7Hid1cU5Qqmo1WqsrS0jkTipiIKYtVaLq6++mrlzZ9mxc+8gY+Ks5/BKsflkR3gZ4J1drbU4FNoowkhjihAUFGIGlAEUOAjQWB3w1x/4G4Ldr6IrVhE2hcJA6MeCICKUljRPPKlNOjLd88RVa/slF+McRgNBHVXznhI6a6OtJ3uHSuGMzyLYsuzjZ4tAuoJaIdh56BDZ8sN+0ZQCVWYmq3m49+BBpMvozZ8iUl6aj3C+y7E1iEDg4nH++C8/xDd97VdQG1fodhOdF6SpVw6ELiDvwZnVDk+fb/Pc3BpVJ1pPmPdnJkvCvLMlYVBZLAbtHGEQcOLZ41x56KBfS7Qk7TQ5cuQIKwvzjE9P4oQCa5ClI+xInPPKoCgKiqJgba2FEYowlLR7XsqqVJ0VXQedsLLquPfhh/nl976LLG97sYHx99egSPOMHVM7ec2tN3DvB/+amw8f5b2/+k6SZpN2nlBTIYU1KJOiesvMPfMMx2YLHn9+gSdPr3GmW3bUdT5rOWa67Igz3vG2N9GIvVT//X/zCR4808HFIXp5kXjvlehnTxDv2oPteu92USoWnXAYGlhrGXcFD3/8A0SxL92oPudxiE6wIQMihPDlyCozX/WJKzPiVTds35nZN2ytMiU+nWpxSJQcY8dYnVoU0u4lBFIhnUI7TZq3uOLQ5SwuLjI+MYNCY/D8rNxqGDXx2wxNma8uUT2g+834oE8eEqVUSlSZBP88LvXdG9/50tNnzjmUNIjOIjbLycahFpYt1Mu0hXCgHGjliXJkBao7R6/bQq3zFxmcSOVj0v/bhFgfXm1I84mKEFuJeJzzHVCFwBrRJy1uTu9VEl/Lb//Wb/Kv//l3Mdde5LJdR1lZWSJUQUly1RhZIxAWwpA0WyNOU4xxBNJ6eai1BFJiI8N9991XXeIRXjZIjlx1mPnFOXbt2kUQBIxNNJiamuIzn3qQ277ijXQzg5N/DqbAyRBi3zNEKgsuw9gCicYUOSJQOKuRdgypLFanTMzsJW2vAWCcwxaF76chfCdrJxxxXEcIx8rqAtL4UDoIZemBUPKiBFibI10EwnMwTp87z+c//RyvVQYrfX8Qy6CkqoSivnMPYvlZFpfmUMH6EeTVuRZpNU8+8zx7d0xx+41HeOb4cW581R0URYE2OZ3U8ELL8OR8wrNzbawoz6GEk8J3zHa+K7PWelNPEuccf/U3H+KnfvwdaBkiophWp008HqCTHmqygRae7CiDECEs937s717h+/8PE4cPH2Z1dYk4DJmdnuXwq6/lzMJZnnz8c9x0+12srDaJdn2E6++4HRmkGAfWSOKxOrv37GNm9x4O1mo04ohjn7qX133Fq3nPz72DdrdNmiYkSYK0ljDUBO1zHLv/I7hOk1ZrjcgV7A1zkh0hnTSlVfhyTUzBu/7lDzGer7A7MtjOAkvzy9x15SR5NMFDpxcJZZfTZxaIwkn2H7yexcfvHeiWK1bVzAS5s+zP1mhFflttX8KqWYYYQ1rTwc/6zuEMGJUVBgRcMELxwP338q3f/HZsx2KsRMoQqWLazTWCsSk6nQ6TM5Nl1kQihCUK4L4Htke2BLZRYOIxuOTDqSzX/37o4e6GghQcVV+YqsziMXz7Bv4mvhqyFe/XIg0ExRJZu8l4vMsvVG5w8x1gShbzWL2B7Syhl8+XapyKsTroyFtlc/qfUMp7hyHdIA2t8BbExlmqXjvat0vGOod1xvfyKEtbFRlKIpB9xqwkb3ap18cZF4JaFNNuLrN/7z5C0/InIcHIkPHxneybyXn62KO85nV3cvzUGaSMmJiYgEKwsrrI6+/+Cv7X395z8Vs3wkuE5eDlB7niwEGEy8E41tYSumfPopea/Nsf/jGSLMXlIU77FupGCT52z6NYJVABkBdedWYKlPZlIYUnvhpjOHLkIO32gg9grEEogRYAEhGFaA1jgaDXbnteipTUIm8+VdgMoYRvHFjOF+tyhJUILKsP34M4dCdZVMMVGhsIXEnKk86Ry4gJk7B87lmU8o0HK5KUcwaJAlFlJyI+/vCTnJmfZ4weexZWmdm1l14Kp9cKPvXMAvOrHQxl3p3BBsAnTDQKgTZmSEpZpcclhYAgHOPzjz7Oddcf5dy5Oe5+3Wv56H338NWv+yqeeOYFwrhGXB/HWu/e/FVf+QY+8ZmHvlSD4R8MrrvmulIbYJk5WKe5tkKt5wi6kp/5mXdybi5FK8GBKw9ibEFjfJJWq8flh4/ipCZpppi0QIYp//1//AHTkzXQGdNjOWeOPY7L1+g213j6+Oeg0AS6RZH2UGgi59hZN3R6sDMQSFLe855fYTZy1LJV7EqbpdOn6CQtej1DK3Xl5te7AgdakGlNvbGXwllCrwUDfKA/tucyakWHpx/6CKGgbBXr+uKBdf8fLt2UZUhZ9r2hHLe+WlAGHWV53StCvYpSyKFgvxIoSMcTT7/A294e4JYUTjicC9Hasm/XLj756Uf4+jd9A489fRIhHI3GNA5YWFjgdXe9ms88/NlX6ta/JGybwEQ53xBvfbzoUUWNW0uIrK81VsHrBeW5L27A5ktFEJuEbuc8bnYnSRhDyboeqGgkOEFdFlwxEfHM8UU/mKoIeugcvE+EGBwvbJ/DcTHteD8bNPyX2sr7pHQavIB8WDlNEFqUtIw3YpRStFsriH17aa564pgQglBaEJps7VG+9+tyPv6ZPySs38V4Y4IHH3yIXbt2cfDKg9uKrf3lAgF8+zfcDcKX5YI44Oqrr+XwkaNcfuAA3/Ndb8I4wY9/5qe45forCWSADvYwufdKAueohXVEITCmQFpLUXSwOiBQAZHTrOmEwhW0VlcwhVcmCOGzYUIGnlcSC5qtVQhC6vUJIilIsw46z0uJuVtXz65mjKOA1SVcbmnZDCM2bwWKomBPCAvdVSIZ4hfQikGmyrJlufkQYGXI0yfnkSTsuaxN98nTGC347x++DyO8nFrjSd790q4wSOdlwkYKcMa7e+LVeNXsEA6UhAce/AS33X4rY5NTLD/5p7zjGxyf+vQfE8evJ44jHrj/QXbtnuLKo1eVLqAjvJwQSN7yhluxGKwSEFiuvvpVXHXtTQTUOHrkJpYXPoczhssOXclnPvMpxsd3cfTqgzz9/HNM1sdRwrBn1w7+6dvfzOUHD1F0V1Hd83zgd38VW7RwJkdrb5yplMJob3ymVIQjR8mQfXvrvOkt30gUjyN7i2TzcyyeOU3eXcTgyJxkMSk4nwSca7fRtiBA0Xv+cfIrrmXHoSt59hM+n2HxWXTjBNdfc5Dlk08gtMEFZWRygadWfw/5IgkVJwRiaJ2XAEKU/LDyNWWJ39MNJCoIvL+K1ajQd5avRTHt5z/Ej3+z4JFjf0GNm6AW8dAjn2N2eoYrjxwiz/JtkxnfNoEJbA4dtvrdlwLCBsjuEqa7Sj0YJx/OhgyhUa+xtHjGL4gXCzKs6Gc/hgguQyk4Wf7e9r1cLgVbl648JI5mq0cc15EioLWSMjbWIEkSXNDoZ6CME6Bjstxyy5UB55ef5r/+9WeZ2X81z55pcc+nPoI1X7reP/9Q4IA/+5M/ZWFpmdXlJU4cf4pWcxHTXeO5Y8ukWYc8z/mON/8jjC0InGU82s+7fufPcfE44/WYTtuPn0hIrE5xCF9+K3o4YzBpTnN5hUZjliRZQWvje5GYAKVCumstrFNMTUwhtCbrNNE2pZLdC6H70s5hCCFQvQVMsURjSlEYR6h8uFAZQGUu4pEHPkQtCC+40lX19NnZWRYWFjBWEsgGH/z4Q+yY2cnKWhsnlW8YP1zSrciBTvZT5cJJsF5VIaQricVDdgBWoKRkYWGBnTM76C3NsrQkuO7wHDtWP8/vfbjHxO6reX5R8MBn78dmo8Dk5YbD8n/9yZ+yvNpkbbnFk8dP8slPPc0HP/wEhQg4dXaO5mqTG2++kUc+8wB79u5DScOTTz1GfXISKSHPO/z0T/1rDu4+gNEp86ee4PgD/xOXr2DSLk4btIxAir7XVU2qvrmYQrGzNsbio58mjAMvF8h9R/ZC+w68i4Xl5BJ8dr7NymqGRBHiSJ95GDF7GDdRJ1B+u1wF2BrNlOnw5LGHCIJBtn8jifVCj4mNz4/+vLMWs6GfmRODuVa9Yb91i1A4ofjUpx9i//793kBQCGpjdXrdy1hatRw9MMf06tP8l3vbTE5fxblVxwN/eq+3rn+5bvYXiW0TmByY1mTW0Gn3WO5lBCImqs8Ag6BkEF1ehDeyjmS6GVWfgXWHoBjkZQBlEMkqMw2oTc5w/mlPznLlezvhsMB4HHDq1ClkKX8b9kVZP9AsBpDWZ02Gf+cH2tD5OJ869wQo78onK/dYMXhIGGNQQq4b+FXbEINDCHjwk/fxDW98I0E0xp79V1Afm+aP//gPefPbvxvpDFZKQjlNpsb5L+9/mMA5DlzW4I4bbuLjjzxGFEVEtMiSjIF4boSXC3/1F+8Hqym05w1JJylcQE9btM7pNNewrkZhHHuSDrd+23cjfv8DWCNpjNVoJW2wgihUZGmKERGBqpF12xjjMEWCw1DgUCiM8A/sIktIWi0K69i7ew9rrTlslnsitfXFSrAo5UmAlQEf+DkQAIHt8u23HebhU2cwsvIQKgNtodi9/2pWnv8sPhktERSbFmmsw0hJp9NDCIUK/d9ijGSx1QQJwnk/Cl+6HdT0K9IrlIo3B6ossUox7PWAN22TIFzEH/zR+/n5f/H9LCd7+J0/+jt2HQiZGa9x63W38pmnngGXMiUzb9vNBWOqEb4ACOCv/upvCMOQ//EXn+bk3BphVGfHTINHH/ksO2YPc911l/H4Y4+wc98uYhVz5sxpJqenCYxhbekUv/rL72ZMxWiT0ls9RbLwFK25kwjtybGZlWA1IqghpCNQCmELsF6ZkhlJa6GJCDrUo7g/TqQIyJ2kmUY8vtjlqaUW7U6GEeV6LB1y+Rx3XjmFzDOsdgSB6HtOdfMYmfTAppW5lidU9ykG/hoo53lR/fK+6Msx+rAM/LmGxQ3V7yLhx791GirlmZL956MRAR/66Mf4oe//Pi+5lgKhQopglt/847/jsl0xO3fWufWqazn29EkyY5kMMpIiYe0VuO9fCLZNYPJL7/45zpyZ4/vf8fMcO77KT7773+Oa52i1WsydPYFwUCQ9UG1CNY2Tta3faF1QspEmtNVrgD5rerBgRqQsnzzO7v2XeytjXP+4asETFFjdIxjyNrkYXrKze/mwWvcjIfqs7OHx7ITnpFi8Bt9R8PnPHuPOO+9gx87LsXQw2rH/wGGME0gcoVMIIcgJefhUgSk0Y88/zvXXWF5/2wGOXnMUpRTdnubn/sP7XuLJj/BiyAtDs+P437/3R/jc5xf4hV97L6uLZxDU+YEfeDvXXVvj2sN30e08xj7zAn/+eBuhQNiQKPKdd4VROJmiTQ5BgFMxSbfHq++4g16WMjneYGW5CcrhtCNNU5SM6PVS9h88wNrSPGnaIfKtXBFKeHK3HQQQ/aCk+h5HXQiOP/4YX/PGr+V3jcL3HKyq6AHX3/Zq7j/1Of8zcYEmkNIxNTWBMY7xICBNU4rCN1KzZelHCgbzc4vSpRYDjhbV2V3QIRnqUUiv18PkhqeWcp5c69KQLa69SnPL4RluuOFWnHN084J3/Z9/8hLv6AgXgwNOLwj+42+9jxtffTdZ0mTn7AxPPvEEBw5dS6gEp0+fZGK8QdZJWe4uUA/H0XmOTVp85z9+C1naY3Kmge4lTGVNPnbPBzC9LkZnWC18Uz0hcNaCs37zZhTWWXQQkiWGZqLJtEUEtnxoK5yFpTzn+dUO51e6ZKWzawULKNWm14EDu+oYZ1GuVI0KRTQ2xd996P+lHq7nR25c8q3Y/KTYGLBXXY1xcjBrhiTFW2XUrbVD6h98xmjodVKBdglnWwnnWhnjzzU5dGWba6+Y5cbrb0DJmE4v4Zfe92eXejtfUWybwKSbOLou5A1f/438yn/6z/zj7/1hfvtn/zmzs7Ps33cZQgh++sfeQVjr8As//2s0O8OLz4UWo0vb5291rHCGbGUes2c/yABnBqld7xYCYXX1yq6rsMUgK7mDwtG/2s6VviqoMuChJMwapAuHTmJwfhU5catzrdwFVeXFUpKnut0uWRKAtKysrCEjSdrrooTnzCADQpGjhOJb3vod/ty1IYxjwjiilwdYJSGov+g1HOGlo21Tnlvp8fXf/DZ+8T/8Kq9/yz/h//71n6UxKXjfb/0mSa/gB3/4bdx8/RGOP7fCX/7lvQhtyYUj7WV+bCmHyTteihtApHKc7oCM0GkHFdewLkdWXiTCD8PJXXtZXVkiSzrefkQKsGXqWXhVzdbzwr/UyB7nP3kfZ669xXf4dilCKCyQFJJ/9c538sCf/SeEC8txPCCEI0XpZSJpN9uEcTwU/FQyu82r78ZSr3AlOZHK0bmcewzV3J1D4JsP+t3tGP/tD36ft33TG/m6b38rsbMILIEIkEHAXDvCCYcMJl6WezzCAALJb7/vz7jz676Nzz70MEcO7mdx4TQTExMol5GnljzrEiuJcwbhMrQRFL0MaRxxLWR6fIyacMRygT/6r7+BdF2SvBi0DUH5dbDMVGgJOoqRRcFYGJOoDpnOWMhquFyQhzV6WrC8usxSYtB5gZAR4N2MnfPydt9/rcCduZ/55OAgIyckxgoOH7qGZx9/oVSI+b5LPmwZjOtKrNA3DLWi5ApuVFlusJkAbEX0BoQbcha31mdNZEWWLUUhRNTjEFv4owIV4YzlK7/xW2koidG+d5CUkjNt5TmJ22jMb5vA5Lnza7z+q/8R3/vj70SrGk+efJjXvva1PPLII6ystpienOSyw4e57qbreXe4m5/80Z/ZcCNfJADZUOIZXnS3qvsJaYhsF9NpEccxeW99zXksriHytOzLc+Ed2rosiS27GfebKelN1sIXxkV67pT/egVTVYhXSFWj2+1SCxs8+eSTvPmt38HK6sKW73HXXa8jzyzves+7MWlOGIZYXSBDUZrDfXHOhSNsxvPnM47echc/+FNA7rBIAAAgAElEQVS/jJUhj5x4gJtvupZHn3qC5kqH3bv2c9PtX8Udr34t8o2Of/OrX4NzhkD5Uk9hHIWDoshKh0nfZiAvDI6CJC9IuyuMjTVoryYEQuKw4AqmxiNayx2fIVERDgiCMvC9SMahQkDO3PFHePzks7i+sVq5iMoaQdYpy47DJRiPithdcaTSNKVWq/l6utx8DoNMjUe/vl7+RPUncFnCcWVpVqyv81eyfcM4Ssa84Su/nna7zf/x3l/GpIZ4LCr7bWnC0iZghJcTlgMHr+aJRx5lz+4dJGmbtbU16mOTFEVBu90migNMlpE0VyAQ6NBhLNx03bXMTE1w+PL9BCsn+YPffheRSen2uuTaVM9nlBw4g1dl71CGGFUQOO88G9Qiut2E813B4tqSL30r6cvtzhtK1ut1rth7BYeOHOTQ4auZnp7GOMVir6DdmOV0Y4os7fgSulP8i5/8Ef7VD/0dQvl8n2S9CZoToj8LLOXjSFxsVV8PgzdGDKREViKLi/Q2C4KA+++/n7vv/Ar6XYRdwFe//k2kacp7f+XXKWxBLYzKYKb0S9om2DaByTt/6d1YA/Mrqzz0iY/zz970Vbzjrb+FkdDrFMw0QjrtLvd/8kGi6QZG+FvvF6jNvWk8hrkb651V1/M8Ngc1DolymvbiC+ycmmG51x4c6yTXXHcD7U7TZx4utUTjvNSSMhjxfiVDDG2hfEnGCJwsZQXOeaMzoK9q2EBGrBbfvueL9Exu6QIe/PSneM3t3hdCaMvq6iqRirFW4kxBUZaofuU9/5FupnEyIBiveSJYFGKtw6hKPT/Cy4l/94vvQTh4/swcD97/ID/6rd9M8E/+EKkkz548z5GD+2iudfj0g59g9vBhTNDD5AIpA+IgJxSOQoRI4/vbCCtQ9CiwZN2MPG0hHOR5TiAFhfEeJsZK2p1VjDHE0bg3OtOmNF9zyOEUdtn4TJRjcZBSNojuHK86dICzk2OQdTHlrnD3kSPeHVMahAhLCe+g1u5wfXWjLnd/eZ4TBAGBEGg9aIVA2f0UhjYT5Vh3buuFvUq6SAdSiaH125tSGTvOgw89wfs/8u+IxuuoeIKg5rOMzmikcyM+1SsAB0ztmmJ5dZl6oDh//hTYHCUt3c4aFF2KtCDrdsr1TyIKAzbijttvYXJqDNFd5unPfxyRdemkhswJjPNGlMIJP36l79gtnKAw+E66BEhXIKUljCTNTLLQ7VGUfA+L776rlGLv/r1cccUVHL3mavbt2evdZo0haScs9ZrUa1Ps3TXBmRe88VvhAmb37gbpPaTUEFG7wvDmsZIFC6oxvUUWvBq0ZbZRlM8Zg6MSSSohhoL/6v39v1pIHv7so9x99904CoRRKOl45y/+e+r1OlFtjECYfnNLhaJg+2DbBCZa++zBvl2TfOu3fgN5YXnP7/weNu3xu7/xawQypNdNsSZg+oo7iKNxn8J2L+MDcyir4lPWFp2uIKd2D/1OUli4+fbXcO//+hDDznuXlPl4kdf4ne+gLPRim9e+U6Bzg8xPaclvheD506dwzvGqW+5EF5Y0TdF5iiDEBCFOBORaY4xhub3CcEO2Kv044OqMgpOXEyutHvVAcejy3Rz+rm+nW2h+4dffx3Kzzd/+/m8g1RhpbsEF6KnbEE6WahOLDRzGOaJQoE2CFQJlJWmyxPTMbrKiidEJuuiR5ym2KKiWR2sty8vLBOEYotoxCVvGHQ5nq2aVZU27JGRXxyK9k2Qgu6w1V6hN7IFsEQBhFW/73u9jbWF+aLSsJwBuhMQbuhkrqDe84VtRFOUx3hfFv/ngDUTZQOhifBLX75MyeI3vDSQ4fn4FI+p0sqS/MTGlD4pw4LbP5vHLBgLJ+dPPMzVdp9NeJk17ICRZ0saYAooueZ5inEPawJdDAkEQBExOTxJYTbB8kofu+/9IU58ZzEUlO5c+MDEWJwRWOJwTWGtJ84xI+iZ19SBC6x6FTXE2KC0iLMo6Jho19u4/wJErj3LkyBH27NmDVCCdd0VVJEwEGdokTDcikp0znFtYZuLgIXqrLUIxbKdmN4x3v4b21+q+smzzdfJO0NUzAC649pZrgbzAIyWKIsaUoqtzKL2Nut0uSbfXL6ca56+LUgp7SZn7Lw22xZkIYG3pDO3V8yydP8/S+TM0F8/yjm/7Wn7s276WN95wCJusEQeWqD7DDbd/jW/2p/wN62cLht/zIvLdC8LJIcVOmSbWGpMXSFsRXx3ttEdqc6QbdFK9WMCxqZvkVn70F/BVqXasF0K/9fUQQXF4QmitSdIuf/vJRzAyJLN1LLFv020FWmuQIVEUYQrfVVjKAJCEYXhpSqgRviD0zj3B0tljnD51jOeOfY7548f4kW+6i3/5ba/iDa86hMs6hMohghq33Xk3SuSe/GwFRZFhjCGUAmPKRUwVtNbWuOW2OzHakeVd0rTnO7QOjcFACaR1NGZmPT9KQCCDMuOhhnhK6yGEZ/gb51DCUbOOEx/6G/bsPOpJ10DHFoTxOGfmzzPcfRUqc6jN18EHBhbrtM/sleew/jVVzX8gzbd4KaSQzn9tnPNlylsIMWh2WbZ6t3KMIJC+cScSiSKQIWEYeg8MMYpMXm44LIXu0uu2SNIuJksRJkfnGdIakqTbH8u2zKRZA1ddeSUNFbBfLvHhv/4DdK8g12Xg6ta3IBFC+M7aLiA3GuMsSWEwrpQPC4hUwGVT41AMcgRxHLNrz24OHDjA7t27aTQaaHwfmSzLKIrUvy/QWVtEqBphEIMVvPl7foist4wtdNl2oTL/3OIabOAiVhjuhVM5nosNgXj1/ebn3QW8UoKA506fA0Bb6QPvcvMhtPZ9sByM1xpDFvfbA9siYyKB3/+1n0XIwW4dY9FaY7RAhQV33HyU1W7O82s7aae5v3kq9OkwY6i8RKqBurFp30Zc8GFfdTl2DkeBdhIlh/wQBFx34w1YI1FKla6rVW1drSvN9I8pu/QOm7RtDE62SulVkbNSaouumKWfRFlT9XLlQVXJk6oM1uakWYE2Eq0VmQvLrsEOaR1GwdREg9tuPMhadx6jA7RwOBfgrCDHIQJFu3PBSznCF4g/+c/vxRrPqShEjrAOo3OEjglx3HjdFTR7lvOdcdIEhLb+NQhUucjKMIAcEJYwjsg6mpW1VZQKqckY6zq+h45zCOGLNE5YHAalBDIPsHipvixTxnYDv6Pq3eFLioP5IWSHc/ffy3f+xA/y58f+3MvhC0MnNRyajZEyGPT1cNVu0nv2rNPO9Uupljy1jE1NY63tc2f6RNYta6ZyiI+yIa1d6Sqs2xRsidKkampiHKv952vjyjVIEobbYmn8skPS6zA5NUOn20KYhMJFxLEkSSr/nPVjzCK54/orUAvPcO/nnya0LZIiGTg7CN87R1U9a/D3MVbedNMWFhFIjFO4QJHn3nhysq4Q/XVdoh0URpBkhiTJaPe6GGX9uHUOrTW9zhrN9hoLy4Yst2QmIxeGuDB0uikuKEd11TNqKBB3olT24Mv0lcdOv0wvwJSUBKkGs6MK1GAQzKwzM5TD39l1zzzrAv7ygx/gB7/n+3AqRwWOI5fPstpM+xtY7SzgKLqWOAzYLo5V22L2WcDqHOs8wdT3c7FkhcG6kI6GxAQURYIuIOllQLm4SElhzCWkfr6wHb/3L3Hs2bOH8wvzYB1333EntfFxgqC6fKUupnxYOCfXDZCq5m3KwbpxgXzRM78IyelSzv+F08/QCJoU6SrxuCSOY7TOysXa0ksTlLQ+ayIdARWdQGEKTa22fdjaX05Iex3iIKZwFmehQKCtwljBSkuQ6pw8VySpotdtom2BsQZtNYGQSCsxRVJmJnzKO3WCPEtoNVdpTDeYmKxjsh5pr0OW9siKFGMMWluKopSd2wArTMl9GjzkN8qEhyHxZcYoOEt9YtqraZTg1bffRm/1NBP7jnoJY1hmYDb0wdr0fmVa2rmyT1PgOWFFUfTPyVYPrg2bDtPfCTjUxk2Bcyg5tNkoj/WfJYkCsFLghERZ/3lKGgIVvfQbOsKLQggvz017npMUqpovH1L0N2f9WyssSsJzJ56gowqmwoydE/6+VDw7aQXWmf4DvhoXubal14cE49AEaBuRFZ1+A1SlVP+xkGUZrVaL8fFV5uMYlGSHm0EKh7aei6FzS2EkiqK/wWw0xphbXWZPGFMFB0744D7YMNIl1YbRNw4sjCGQcqAo6tOq9NARm3GxDPr61zi0Cag3aiTNDsYYjDFEkaIobOnt479CqVBh+KLv+6XCtghMHNBK2jRqMULupI2kl+S0egln55c4v9QEJghrE8jx/aSdpt8LyZA4DEsLYoFzha/N9depzWmzS7mpFSr3vV63xd133MG5j57BCsu+Ky7j2Rfm6KsQ+j4L3ltEwCbTHOdcPz0ph/Tm/Yh66DMvFVUfIcozqdQJ/XQhIGXMMydeYOeuIyRJl+97+9s49dwT3Hzzrax1ciJdQJZx4sRJwlARBA6tLUY7nMmZqI2RFRciF4/whUPS0RIRKERtD71eTiszrLU0S6trrKyBlRFBUGN852HS3grKQmEt3jSkdIU0BpzGuRpR6JjdtYs0TXE2Y+H8KuRdTKF9GUPhpeoGpIhYXlxgZsdurJCoIMLmDqRGOO+VM5x2dkb3reCl8HtT4RyB6/H8E59ACEeG4yu/7n/jkedfoHnFXr/4u1LCWGb2jHMDzsgQBuPekrSaNCanKazCCp/J8VQRT1BVFf+lWsjB8wvK6zqQaJYBjWFTqUcIR5EbRCMgDIzPljifBQ1cyMj39ZWBdGC6XS/PVpq+oKvw97PitPmSgySWkhfmT2NqIXJmnHqeY4VElr4dgZBYNBbpx5bwGcjcOIIgwAlFJy9oZwlO98AWKCKk0ahA4DIAgxOSZrPLeG2Ner1OHMcUDsZqEdZaOq0mZBmpyUi6CZNTYyCneMt3fR+PPXuSYP9NZWbO/zlVB2wYPPwrJVqVvZNsKOH0JZyqLAeVEv/q9xueZ1sVGwfPN/85QSg5eeJZDuxogLG0mh3ixhhhaS9hy88MxkISvX3W+W0RmAAsBDdypp0yt7SKEILm6hrCJBhjMUUNazNanZzx/XtprS1hdY6SETJQKCUwdpDG2ir4eCkByTCMMaRpShwJalHIWrdNvV4nzzUI74Hgqss4VJ4ZcsPepKJ5JbDVJwghEAYefuhBXnPX3Sw3M6694TX83n/7bW695Xb+8I9+nx/5jrf3J0soBVaDK7edWW6o12rURMSZV/wv+IcGyxJHOLeQMNdaoFYbY21thSwrUFbTzVO0tZhCEO+dIOv2+jspGdS8k2rgsDpHovokuFo0TpJn1Bt1XNEjMW2/YFrf6LJq+ujQOBGCkoQypEg1VlhUuShK6dYFJ5tHmATrCGTOPf/z/QjlkFYyObODXU3PEQhF2dNJDMotLzYTPAHVq3TCKMQWGm1036NkE0oTwuEAHWTJHy/T5aLwPXVKwt9w2bTXbDKzYwphLChIckOtHlCTNc5d4p0c4dIhnCZNOzibDbJXLsPhydn+OW195ssarJP0upZmaAk7CiFj6pGjLhWU5chABGSF9sc6H5gYrRE4CmNIc5/xaEShD2KVX+v2Neo0k67PihtLQc7ZufMsr60Sx8/SmJxg5+wMRoDVmsn6OIU11MKAEEkkFKFUWN1jZXmeSgjhM3K+RxowaEJcouIODrt4Xwo20hO0tevnk5O+8/iGn9334MO87U1fjXSKer1OIAU44TNB5VyLoggVSha3ichhW5BfIeDY5x4l6RRMjE/SWponaTc5f/YcZ86cYXFxnoWFOdaW1ojCMZQwWKuxKCwRoYyHHv6ewOowWGH6UaoTVQXSoyIQ+UXabPqyrgw8hEDnBaEUvPaOW7xpjYXxKCQQAcI6tPXWwdbIfhlqGNbpfrYEBqUqa/2DonK5BB/EVF8Xg7bWdyAewjARzGeQvPtfr5fx1je/hUcfuY/xKGJu/gzWKibqNaySOBnSSzICGaKUIkQSUikY3Bcc1I1wYQjgsceO0TGWiZ07Obswz8pai6WlBU7PL9JcbbG6vMza2hpjtRradrCuzHwEIdbqwb123nIeY4mC0pzKCpyxxEG9bGwwkP0K4VDWMjUx7XeVTqBUSBjXPGcF3+xP4rtW+2Mqwqknqvp6dpmREGtMTs1iMBgrSVdXkDZFs3UPqXVlGFOsmw9VeTZLuiinCKT0skjofw3DWbFhV+kJspXg18/xAZnWc9N8qVUJR2a9T08QSrTzvDZnFc5kL8dtHmEDTF6U481LyKWzmLzAsn6dcSLAIshsTldHrKWO1TRnsd2l2fGEVGTk76OFsMwg5saSW4FGkWqBFoKiMOTGYqQiCAKUMChVMDMeoYYydc5oCp2RFyl5kXojTSGYnZ6lMTFNYQStZoel1RWsyxhrjNNsz3P57t2cePxJFGVzvTIb0m/U4LxCaJgEDoPnQEXeRtjBV3VWTvpgS4o+cbtvo4+fiaYc/3JdCmUwW+YXz5Mbi1QxUag8+VUaBNZ3s7fD3JS//6AEtk1gYnHC8dzcKZ6bO0nPJgjl2LNvL0mSDNXgBEsrp/uLTp5ppIoJowmkDC6oJtgKwyTZFzs3azVhpJicqHHZnp0URUEUBesW2JdyIb/UD3ohBGEY8vnjL9DLHdOzO+j0Wtx11x2stZqMT02WPXy8TLSaAGEYIoSg0xkxX19uOCAXBWfmjvPMyafpJKsIWbBv3x56vQ5Z4YsJQgg6zfnS48Nn5kIgSRJsmaGzOKywZHmXycY4ynoCn3OqJGlXXiLDkMT1GiAJg5goKqWTRYIz5XuWirAtlQS2lGMCURTwhtd/FUVhuP+RpzBBRNLtoYbI6MML6rqzkMGmILwK7PutFzZeOyf6Xy8G4zaUpCqlmwDvbQR5kvoWDUqgAn+O3W73Rd97hJeONPP9ZJwQSEnJe6jG2CCAru6TtoYkSWh3DMvthLlml6VOSi8VZEZjTfmAF/5YbQ1JXmCtJM813V5OO0nJ0oECx+CIoogQsMJs8imz1geonU6Hs2fPcubMGZaWluh2uyilUEoxPT1JvV7HClhYOMXxxx/bsv6w1Vq/cUP5xaIK5tdteMsyr3a+LHbixAnCRoOQcn1XkiDwm/igLH+12+0X/7AvEbZJKcfyYz/zb5CqThyNE4YhZCt8zz/9ToA+WU0LhTOrODcBSDQaGUY4NAJV7oyGOhw4OVReKTMSriKoDg0YMTiPrUIMay1KCaamprjphpux1nuuRJEnYlWOkuuOFN5/wvcJWY+qlbzF9/oILhKnXIgcK6W8aDCkypqmQGKdZXFxkQMH9tFL1rjm6K2cPb9EY3yGD37wA3zL197NcMamssCP4xCcRAWjivsrgR/9iX9LEPmgIJAhynT46Z/40T6HwjmBs4o8TYjHIky563JBjDFewm6FQVqBEwH79uxhaa1JFNWYGZuE2Z30VpdJkja93gppOhiLxlmW588wtWM/mhxnElSZMbBG03dAY/PiKpzFSQkl60TYgB2zu4jHG9xyzeWceuoEc2eKUna+mUC7Vcm1CkB8etrPw17SYaxWQ6nQn1dpXlVlfqoGaluilP5LZH9+r0+F+yDcWcFKKyUai3DOMTY2hpIhcTxyfn0l4IqcLHE46VBCYYzBar++bFRTWuvNvwpTsGI0SW7Is5jAWiQZLghwkSZSEilKwnSmMHlCy0G7l5HnOfUgQImCbpYzHQZo7TNtFe/IetIV4IdK9VAvioIgCBDSEaqQEIW1Auk0k2N1ZiYjVs8soDLNcnO+r550lJlJ8Mb0zuGExNr8FSvr277yzn8vpSz7SFni+jjHjj3G5Vd8Pa50BBVCYMpzi6IIoRS1egTNV+T0XjK2SWAi+YHv+mfloFSeBCQsjXG5bseWWU3SWmNmcodnVhuFlbPEY4qku4py0kfOTuHcwDTKQZ/Jr6uwZWhBe7G8h0/7SvI8Z+/lV9Bst9BF0k+tB6xPv0G10PoFdlNpZ+j7QMp1P6sGrjV+Z7gurTd0nNxw3PDPnHNo4SeFEKAU3PORv6QRCbrNRW6+8Xr+9p77+e7v/A7uv+djzC8t40qjokoZARIpFUsL59m9dw/MrWx5bUb4wvGTP/QjpQrKln2TOkyPT3jjIwHSShKtqCXnmdpxFLBlNksRSY3AYJ1vg25EjWdPnWJsrAb0aC50KdIO2hrvVyDEgPgkLFIqrMnoNpeIJ2oILL1eB2tB+XTC4ESlWCch9iZr/jWeGJsRj4fceNP1xK7g6kP7ePKzn7qka+DH79AY7v9ce3KvraOExCmBsKKf9agCkgsu82VH7v7roS978OuJoMAipFcXLSx02Dk9BsKyuDTP3t2zl3T+I7w0OKlxRiGlD7qdLUt5+Hs5HJSUbFhMea+7uSe9OhIyG/jgc7rOWGCJo4jcWuZXW3SQrHU17XabRhxjY0OjVifJHbbIEdohhEUYiRYGhsUIDLJqeZ57BWNhiaMQoRQYg3SSRhwhohgXG6SBw4eOMDd/hlanjTMKIcv2D/iZZG2pOHV6kyztohn0yhPFSGxful9dyw3MKuE9hgCUcGVGyJvNXXXDDayudXBCeI4JoMvslBSCzvIqM7t2cobtsc5vk8AEpho1ZKDWyWmFgl7Soe9YacClTVyuwQXkuqDQljAIUVGMTS++s69KQt7zw10gP7IZQkl6ScHhQ5fTLBRYx/RkgyTpbtktEr44ie8wqsj+pcLvZ8tzIeAzDz/M1ddex1igEFKxtnQOKQMmJiZoNpuEgfDPLSHQ1r+DEpKxWs1nsEZ42TG9Iyr5GwrpNFbMEEpF3vOZDe91o0l7XfLUcx6cE0gh0FnJpSizKHEtpNdqcvDgYRYXnkfrHOM0Qpty52bLDgc+1WCt9rs4aQmkAhSNsVKKX76vsKafXVyX3RBqsDg673OzNL/Aa267jQllSGzORz/8UeKh5nzDO8UX8xgawJJmLcbGGrh8EJRcHJWkuCLcCi7UR8viVXTWOhAF7V7OxLgkiqILZ2JG+KIgZUBhckIbooaytJslsutXZ02AxNIqDAZBEFiW2wkYy/RUA5tIzq0s09KSVAfMLyz7rFck0dqRdXqsSmiEivHQN9lrZQXKghl6CFg/IJCljDfP8352PI5j0l6CsN58EmmZiUIOXHUZc2dfYOd0g/F6QLub0+n0sKV9sBCDOWBf5jIODGXghxU+1Twp58zTTz/JDWW3+Crwqs5JioCwpsAZtovD9zbhmAwWLqEkMlCl2kZhTOE5JcKya/YgxmbotDNIB1t/U6rFxP98QBKCsgZZkllhEKBc0h9fHtNsNjk3d57du3fTbDbZUa8NPSycj5qsKWvvL02SPDyghr+/mI+E3fC17pRF2ZapdNRE+HrpoUOHaLeb7Nu3jygKwBXceOON9NotAmkJQu/+V5VzFhcXaTQal/y3jPDSoIQkDGPiICSIa0RRDREo39zLGqSE6ZkrQBf02i1QEcZ6qe86MjUwPbWTyy8/jMkNjbEJoqiGsvT5QkCfBOpLIL5gok2KdQJHgA1i4nodpZTPSAYKKX2AOky8Ww9LaOGRRz7Hvn37aNRrFHm77FUyIHNfaKz6sSY2BT8VnHN9rokn+a1/B+M8edWW/2lhfbZQeOKu/7tFn1y51WcopXBIuplmuZkxOTnJNloav8xgSy6TX4+V8EqczeTL9d4zARqsLzH2csNyL2Uh1ZzNBM/Mt/n88/OcWhEs5tM8t7RK1wpaqSZ3dbp5zEJHs9wxrKWOlRRWM8dSZrBKDcioQ2eptfcKsoVGSajHUV+9ImTAMydPUY9Ddkw2aDabLC8v0+sWjNcnaNTHmJmc6jsL61KGu3GzenGO4/rZ4jCbCLL9+WitD6aEJVRq3XPPZwslrU5Cq9XqZ+j97wEnabaWGRsbu8TNwpcG22b2KaUIwxAZBCBl6d0/tPi6iF27joDQLK/MezKfDCCo+xdIb9zjhCiXqAvEfcPM5w0M6E0vdQMG9alTp9i7dy9FusrNV+5iLNY0m74gZ/ELvavkkX8P2LTgA5KqU6tEhxPUGjOEUqBNwIHLjiClZGVpmeW1Jk4orAlwxDRbPVbbPXbt3g8qvlgTyxG+CPQf2kIP1CTDXAwNO3bPIkNDL2khrEGJ0mujNPdTperE2ZzpnbNo6fshWanWcTxgsBBW5RNREcClwiqFDGqEtTpx3fM6hAog8P96crka+hqyyJaGZ049zeWXX4210OumKBXixICIdyFVzYtlFq21ZFnmF1npNx1bH1GOeOe/+ot+uVHYSpI5fE5SBlgMBZ4bpu22SSZ/WWGgALEUJu+rvAaMuYubilXqyk4K7a7jhcUuJxc6nO/kNDOBCXbiDBTOkpoCG8a0i5Ru6sg09DS0CsdCRzO/OkT2LMfNxnMNggCFI0m7BNKPeyNyrrrmEFm7yfL8OVZXlwnDGlprlpZX0XkBWMaikHocEmx0/XsZsFUQIYUXZIRq4AZeeVvZcIylToFxChmESBmQFZ4oPDO7B6ciVBCxHbIlsI0Ck2qXXp2QcOsXLWsgF4KgkgbKyAczcd3LWvGL9aWSiy611FJlYebnV5A4xpSkLgxF0mFhYYGqAdj2uJ0XhhCCj9/zCaZ2zNJOU5aWF5iYGKPT6iLlBHMLOQvLHU6emUcENeq1SbppTjfNWFxt/X2f/pcx7FBGQ/R3OZ6cFlHkAlNotLbEcd1nE4XDurxPAsUFvndOkdFptlAyxJqCTA8a9/XLoUPjXilFPZggUDXPazGGLC3opDnaDSSJstwo+EyK3GTM4ARIU2N2dpbWWot7/vbjnqRqLjwrXkpWsSIiblXRfNHZXm48lAy3VhcNv5cMcFax0u7Q7o6UaK8EBpkzv2465zas2evHTH9ulMGmhwQX0M00SZrTKQwdLWmbEOsE2ro+XyVU4xgToVF0tGWlk7PQzFjqZJj+5w5vUIeeOZ8fofoAAALBSURBVALGxsYA8Dk17eeZDrj3vqd46PETZInj4O6d3HD0IOiCuushbJeaNESBIpDekdnzui4cdK3PngzNUSGGugivvyabru1QX7Wtyp7NZo/FlYSFxYwXzq96m36hSLKCooD5bdR3ZNtsCyrDGd/yoLT1tXpoYRknDIqy8VBOpGKM86zptJsRBQonQoQoSia+t5y+WAPzapFW4sLLW0WU6yQ9LArjJEnSpdNaK1+xcVLJoeNeHAN/iPXvJBUYawFVKgzWv5+XyF3AWM0NqxX8DlM4x4nnTlAfn2Cp02aiMUW7lZMkHQ4fPshTp56lk/QYa4zT05p2u0u9Xvc+FmLbDJMvK1S7Rz8G/P2tTM0coKUljA1COKxJ0VFM7lImayF5UpLpMGghyHQP4wRXXH6Izup58jRgamqKZnPVK9GsRQpRqmm8KkcIhwocNu9i0eR5ijMWV2QYLLnzXh9COCSqb5QQBIF3W3aVVDGgXlOIKCJLW5x+9llUFJQkp83k7y2uxNCDwX/GcI3cS/YtgZRsNatESQDe8I7+UAHGy+ZQQ3yZLXecpZtsZix6G6W1v6xgNQ6JQUDZ1bbCQK01nOUrDyuJ1pWlmBAKEzjPoRICV/rRRFKAlKALrAxxagwXhDhbkBeOxFqEM2iT+gyDs36gCIHD+kx8+ZlOVxlMSVQfQ1hHLQzIdApSUeicZ048xPm5NbQc55qjRzHCsHvPJEevvIITxx/n/k8+jRYRpmy1sOUAHoIfm3Lzz/Dk1mGI8nfDJMeNYoiysxYIRVbkGAlF2qNWq1E4aHYSYpUhVCkc2SYQI/OsEUYYYYQRRhhhu2DblHJGGGGEEUYYYYQRRoHJCCOMMMIII4ywbTAKTEYYYYQRRhhhhG2DUWAywggjjDDCCCNsG4wCkxFGGGGEEUYYYdtgFJiMMMIII4wwwgjbBv8/XjzXltnHdTMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 691.2x129.6 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(clip)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we'll create a `t_clip` tensor that contains each of these three frames so that we can apply our transformations to all of them at once. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 3, 1080, 1920])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# [T, H, W, C] numpy array to [C, T, H, W] tensor\n",
    "t_clip = ToTensorVideo()(torch.from_numpy(np.array(clip)))\n",
    "t_clip.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Video Transformations\n",
    "\n",
    "This section of the notebook shows a variety of different transformations you can apply when training your own model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Resizing with the original ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 511.92x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(ResizeVideo(size=800)(t_clip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Resizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(ResizeVideo(size=800, keep_ratio=False)(t_clip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Center cropping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(CenterCropVideo(size=800)(t_clip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Random cropping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_crop = RandomCropVideo(size=800)\n",
    "show_clip(random_crop(t_clip))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(random_crop(t_clip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. Randomly resized cropping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_resized_crop = RandomResizedCropVideo(size=800)\n",
    "show_clip(random_resized_crop(t_clip))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x96 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(random_resized_crop(t_clip))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. Normalizing (and denormalizing to verify)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING - Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "WARNING - Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "WARNING - Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x129.6 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "norm_t_clip = NormalizeVideo(mean=DEFAULT_MEAN, std=DEFAULT_STD)(t_clip)\n",
    "show_clip(norm_t_clip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x129.6 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(denormalize(norm_t_clip, mean=DEFAULT_MEAN, std=DEFAULT_STD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "7. Horizontal flipping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x129.6 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_clip(RandomHorizontalFlipVideo(p=.5)(t_clip))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (cv)",
   "language": "python",
   "name": "cv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
